64 eg2607 20250811 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250811 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250811 1254.50 ... 1255.00 1254.50 FB
67 fb2510 20250811 1294.50 ... 1293.00 1297.00 FB
68 fb2511 20250811 1289.00 ... 1286.50 1289.50 FB
69 fb2512 20250811 1288.00 ... 1285.00 1290.00 FB
70 fb2601 20250811 1296.00 ... 1290.50 1296.00 FB
71 fb2602 20250811 1294.00 ... 1294.00 1298.50 FB
72 fb2603 20250811 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250811 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250811 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250811 0.00 ... 1339.50 1339.50 FB
76 fb2607 20250811 0.00 ... 1302.50 1302.50 FB
77 i2508 20250811 0.00 ... 820.00 820.00 I
78 i2509 20250811 791.00 ... 794.00 790.00 I
79 i2510 20250811 789.00 ... 795.00 789.50 I
80 i2511 20250811 784.50 ... 792.00 785.00 I
81 i2512 20250811 780.50 ... 789.00 781.00 I
82 i2601 20250811 775.00 ... 782.50 774.00 I
83 i2602 20250811 769.50 ... 777.50 769.00 I
84 i2603 20250811 764.00 ... 774.00 764.50 I
85 i2604 20250811 760.00 ... 769.50 760.00 I
86 i2605 20250811 752.00 ... 761.50 751.50 I
87 i2606 20250811 747.00 ... 755.50 747.00 I
88 i2607 20250811 741.00 ... 752.00 742.00 I
89 j2508 20250811 0.00 ... 1598.00 1598.00 J
90 j2509 20250811 1652.50 ... 1660.50 1648.50 J
91 j2510 20250811 1669.00 ... 1684.00 1663.00 J
92 j2511 20250811 1694.00 ... 1703.00 1689.00 J
93 j2512 20250811 1690.00 ... 1705.00 1709.00 J
94 j2601 20250811 1729.00 ... 1734.00 1729.50 J
95 j2602 20250811 0.00 ... 1759.00 1759.00 J
96 j2603 20250811 1801.00 ... 1801.00 1784.00 J
97 j2604 20250811 0.00 ... 1818.00 1795.50 J
98 j2605 20250811 1812.50 ... 1818.50 1812.00 J
99 j2606 20250811 0.00 ... 1837.50 1837.50 J
100 j2607 20250811 1843.50 ... 1843.50 1830.50 J
101 jd2508 20250811 0.00 ... 2788.00 2788.00 JD
102 jd2509 20250811 3350.00 ... 3316.00 3373.00 JD
103 jd2510 20250811 3247.00 ... 3212.00 3272.00 JD
104 jd2511 20250811 3320.00 ... 3299.00 3326.00 JD
105 jd2512 20250811 3456.00 ... 3448.00 3444.00 JD
106 jd2601 20250811 3549.00 ... 3555.00 3548.00 JD
107 jd2602 20250811 3185.00 ... 3186.00 3182.00 JD
108 jd2603 20250811 3189.00 ... 3189.00 3184.00 JD
109 jd2604 20250811 3353.00 ... 3350.00 3345.00 JD
110 jd2605 20250811 3455.00 ... 3461.00 3452.00 JD
111 jd2606 20250811 3300.00 ... 3297.00 3293.00 JD
112 jd2607 20250811 3519.00 ... 3518.00 3511.00 JD
113 jm2508 20250811 920.00 ... 920.00 878.00 JM
114 jm2509 20250811 1056.50 ... 1076.50 1066.50 JM
115 jm2510 20250811 1116.50 ... 1131.00 1125.50 JM
116 jm2511 20250811 1170.00 ... 1181.50 1175.00 JM
117 jm2512 20250811 1196.50 ... 1209.50 1200.50 JM
118 jm2601 20250811 1215.00 ... 1227.50 1219.50 JM
119 jm2602 20250811 1237.00 ... 1246.50 1231.00 JM
120 jm2603 20250811 1247.00 ... 1255.00 1239.50 JM
121 jm2604 20250811 1255.00 ... 1257.00 1248.50 JM
122 jm2605 20250811 1259.00 ... 1263.50 1255.00 JM
123 jm2606 20250811 1259.00 ... 1269.50 1260.50 JM
124 jm2607 20250811 1270.00 ... 1279.00 1266.50 JM
125 l2508 20250811 7266.00 ... 7256.00 7311.00 L
126 l2509 20250811 7298.00 ... 7302.00 7294.00 L
127 l2510 20250811 7318.00 ... 7322.00 7313.00 L
128 l2511 20250811 7342.00 ... 7345.00 7338.00 L
129 l2512 20250811 7352.00 ... 7355.00 7351.00 L
130 l2601 20250811 7349.00 ... 7353.00 7351.00 L
131 l2602 20250811 7344.00 ... 7346.00 7344.00 L
132 l2603 20250811 7335.00 ... 7335.00 7343.00 L
133 l2604 20250811 7363.00 ... 7360.00 7370.00 L
134 l2605 20250811 7351.00 ... 7353.00 7352.00 L
135 l2606 20250811 7342.00 ... 7347.00 7360.00 L
136 l2607 20250811 7373.00 ... 7373.00 7373.00 L
137 lg2509 20250811 833.50 ... 835.00 828.50 LG
138 lg2511 20250811 840.50 ... 846.00 837.50 LG
139 lg2601 20250811 840.00 ... 849.50 841.50 LG
140 lg2603 20250811 836.00 ... 842.00 838.00 LG
141 lg2605 20250811 851.00 ... 849.50 842.00 LG
142 lg2607 20250811 846.00 ... 848.00 838.00 LG
143 lh2509 20250811 13920.00 ... 13955.00 13895.00 LH
144 lh2511 20250811 14225.00 ... 14200.00 14140.00 LH
145 lh2601 20250811 14415.00 ... 14405.00 14390.00 LH
146 lh2603 20250811 13480.00 ... 13415.00 13385.00 LH
147 lh2605 20250811 13980.00 ... 13980.00 13915.00 LH
148 lh2607 20250811 14370.00 ... 14435.00 14395.00 LH
149 m2508 20250811 3037.00 ... 3016.00 3030.00 M
150 m2509 20250811 3035.00 ... 3023.00 3040.00 M
151 m2511 20250811 3076.00 ... 3055.00 3076.00 M
152 m2512 20250811 3112.00 ... 3089.00 3111.00 M
153 m2601 20250811 3090.00 ... 3069.00 3088.00 M
154 m2603 20250811 2970.00 ... 2954.00 2957.00 M
155 m2605 20250811 2770.00 ... 2769.00 2765.00 M
156 m2607 20250811 2747.00 ... 2748.00 2745.00 M
157 p2508 20250811 8800.00 ... 8802.00 8808.00 P
158 p2509 20250811 8974.00 ... 9078.00 9012.00 P
159 p2510 20250811 8984.00 ... 9086.00 9004.00 P
160 p2511 20250811 8968.00 ... 9130.00 9008.00 P
161 p2512 20250811 9000.00 ... 9120.00 9016.00 P
162 p2601 20250811 9000.00 ... 9106.00 9026.00 P
163 p2602 20250811 8986.00 ... 9126.00 8990.00 P
164 p2603 20250811 8894.00 ... 9034.00 8946.00 P
165 p2604 20250811 8818.00 ... 8978.00 8882.00 P
166 p2605 20250811 8764.00 ... 8882.00 8814.00 P
167 p2606 20250811 8732.00 ... 8802.00 8754.00 P
168 p2607 20250811 8608.00 ... 8738.00 8656.00 P
169 pg2508 20250811 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250811 3791.00 ... 3788.00 3803.00 PG
171 pg2510 20250811 4262.00 ... 4263.00 4272.00 PG
172 pg2511 20250811 4200.00 ... 4195.00 4201.00 PG
173 pg2512 20250811 4155.00 ... 4153.00 4155.00 PG
174 pg2601 20250811 4105.00 ... 4106.00 4109.00 PG
175 pg2602 20250811 4041.00 ... 4053.00 4054.00 PG
176 pg2603 20250811 3970.00 ... 3976.00 3978.00 PG
177 pg2604 20250811 4268.00 ... 4263.00 4265.00 PG
178 pg2605 20250811 4168.00 ... 4167.00 4162.00 PG
179 pg2606 20250811 4114.00 ... 4123.00 4107.00 PG
180 pg2607 20250811 4046.00 ... 4065.00 4059.00 PG
181 pp2508 20250811 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250811 7069.00 ... 7076.00 7066.00 PP
183 pp2510 20250811 7064.00 ... 7071.00 7061.00 PP
184 pp2511 20250811 7077.00 ... 7085.00 7078.00 PP
185 pp2512 20250811 7088.00 ... 7100.00 7093.00 PP
186 pp2601 20250811 7101.00 ... 7102.00 7096.00 PP
187 pp2602 20250811 7079.00 ... 7084.00 7079.00 PP
188 pp2603 20250811 7090.00 ... 7090.00 7075.00 PP
189 pp2604 20250811 7103.00 ... 7101.00 7089.00 PP
190 pp2605 20250811 7092.00 ... 7102.00 7091.00 PP
191 pp2606 20250811 7081.00 ... 7086.00 7078.00 PP
192 pp2607 20250811 7100.00 ... 7093.00 7109.00 PP
193 rr2508 20250811 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250811 3566.00 ... 3575.00 3570.00 RR
195 rr2510 20250811 3607.00 ... 3613.00 3609.00 RR
196 rr2511 20250811 3614.00 ... 3616.00 3612.00 RR
197 rr2512 20250811 3606.00 ... 3611.00 3607.00 RR
198 rr2601 20250811 3620.00 ... 3618.00 3620.00 RR
199 rr2602 20250811 3610.00 ... 3611.00 3610.00 RR
200 rr2603 20250811 3613.00 ... 3612.00 3608.00 RR
201 rr2604 20250811 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250811 3615.00 ... 3615.00 3610.00 RR
203 rr2606 20250811 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250811 0.00 ... 3633.00 3633.00 RR
205 v2508 20250811 4966.00 ... 4962.00 4955.00 V
206 v2509 20250811 4980.00 ... 5003.00 5005.00 V
207 v2510 20250811 5036.00 ... 5042.00 5040.00 V
208 v2511 20250811 5070.00 ... 5078.00 5072.00 V
209 v2512 20250811 5110.00 ... 5116.00 5107.00 V
210 v2601 20250811 5130.00 ... 5145.00 5137.00 V
211 v2602 20250811 5145.00 ... 5174.00 5160.00 V
212 v2603 20250811 5169.00 ... 5200.00 5185.00 V
213 v2604 20250811 5408.00 ... 5435.00 5427.00 V
214 v2605 20250811 5455.00 ... 5469.00 5451.00 V
215 v2606 20250811 5449.00 ... 5488.00 5468.00 V
216 v2607 20250811 5501.00 ... 5520.00 5495.00 V
217 y2508 20250811 0.00 ... 8636.00 8586.00 Y
218 y2509 20250811 8384.00 ... 8410.00 8408.00 Y
219 y2511 20250811 8400.00 ... 8422.00 8410.00 Y
220 y2512 20250811 8400.00 ... 8430.00 8420.00 Y
221 y2601 20250811 8376.00 ... 8400.00 8396.00 Y
222 y2603 20250811 8244.00 ... 8284.00 8270.00 Y
223 y2605 20250811 7974.00 ... 7986.00 7976.00 Y
224 y2607 20250811 7922.00 ... 7960.00 7948.00 Y
[225 rows x 12 columns]
2025-08-13 18:26:04,635 - future_1d - INFO - ak.get_dce_daily('2025-08-11') done
2025-08-13 18:26:06,384 - future_1d - INFO - save future_daily 2025-08-11 completed
index symbol date ... settle pre_settle variety
0 0 CU2508 20250812 ... 78940 78960 CU
1 1 CU2509 20250812 ... 78940 78920 CU
2 2 CU2510 20250812 ... 78970 78930 CU
3 3 CU2511 20250812 ... 78960 78910 CU
4 4 CU2512 20250812 ... 78940 78920 CU
5 5 CU2601 20250812 ... 78920 78890 CU
6 6 CU2602 20250812 ... 78880 78920 CU
7 7 CU2603 20250812 ... 78920 78860 CU
8 8 CU2604 20250812 ... 78920 78900 CU
9 9 CU2605 20250812 ... 78900 78870 CU
10 10 CU2606 20250812 ... 78920 78860 CU
11 11 CU2607 20250812 ... 78950 78790 CU
12 12 BC2508 20250812 ... 69300 69300 BC
13 13 BC2509 20250812 ... 70120 70120 BC
14 14 BC2510 20250812 ... 70220 70170 BC
15 15 BC2511 20250812 ... 70270 70450 BC
16 16 BC2512 20250812 ... 69990 70240 BC
17 17 BC2601 20250812 ... 70020 70020 BC
18 18 BC2602 20250812 ... 70000 70000 BC
19 19 BC2603 20250812 ... 70000 70000 BC
20 20 BC2604 20250812 ... 70000 70000 BC
21 21 BC2605 20250812 ... 70000 70000 BC
22 22 BC2606 20250812 ... 69340 69340 BC
23 23 BC2607 20250812 ... 68740 68740 BC
24 24 AL2508 20250812 ... 20665 20690 AL
25 25 AL2509 20250812 ... 20660 20675 AL
26 26 AL2510 20250812 ... 20645 20655 AL
27 27 AL2511 20250812 ... 20625 20615 AL
28 28 AL2512 20250812 ... 20575 20570 AL
29 29 AL2601 20250812 ... 20560 20550 AL
30 30 AL2602 20250812 ... 20565 20550 AL
31 31 AL2603 20250812 ... 20605 20585 AL
32 32 AL2604 20250812 ... 20615 20600 AL
33 33 AL2605 20250812 ... 20610 20615 AL
34 34 AL2606 20250812 ... 20620 20625 AL
35 35 AL2607 20250812 ... 20650 20630 AL
36 36 ZN2508 20250812 ... 22545 22565 ZN
37 37 ZN2509 20250812 ... 22545 22560 ZN
38 38 ZN2510 20250812 ... 22570 22585 ZN
39 39 ZN2511 20250812 ... 22585 22600 ZN
40 40 ZN2512 20250812 ... 22560 22595 ZN
41 41 ZN2601 20250812 ... 22535 22550 ZN
42 42 ZN2602 20250812 ... 22495 22545 ZN
43 43 ZN2603 20250812 ... 22505 22520 ZN
44 44 ZN2604 20250812 ... 22540 22535 ZN
45 45 ZN2605 20250812 ... 22530 22555 ZN
46 46 ZN2606 20250812 ... 22510 22535 ZN
47 47 ZN2607 20250812 ... 22510 22520 ZN
48 48 PB2508 20250812 ... 16875 16845 PB
49 49 PB2509 20250812 ... 16920 16885 PB
50 50 PB2510 20250812 ... 16930 16895 PB
51 51 PB2511 20250812 ... 16955 16920 PB
52 52 PB2512 20250812 ... 16955 16950 PB
53 53 PB2601 20250812 ... 16990 16975 PB
54 54 PB2602 20250812 ... 17000 17000 PB
55 55 PB2603 20250812 ... 17030 17030 PB
56 56 PB2604 20250812 ... 17030 17000 PB
57 57 PB2605 20250812 ... 17075 16985 PB
58 58 PB2606 20250812 ... 17075 17020 PB
59 59 PB2607 20250812 ... 17060 17060 PB
60 60 NI2508 20250812 ... 121980 121670 NI
61 61 NI2509 20250812 ... 122630 121630 NI
62 62 NI2510 20250812 ... 122780 121840 NI
63 63 NI2511 20250812 ... 123030 122060 NI
64 64 NI2512 20250812 ... 123270 122310 NI
65 65 NI2601 20250812 ... 123480 122550 NI
66 66 NI2602 20250812 ... 123680 123080 NI
67 67 NI2603 20250812 ... 124050 123270 NI
68 68 NI2604 20250812 ... 124260 123570 NI
69 69 NI2605 20250812 ... 124570 123750 NI
70 70 NI2606 20250812 ... 124840 124100 NI
71 71 NI2607 20250812 ... 125050 124380 NI
72 72 SN2508 20250812 ... 268890 267200 SN
73 73 SN2509 20250812 ... 270410 267960 SN
74 74 SN2510 20250812 ... 270600 268200 SN
75 75 SN2511 20250812 ... 270550 268170 SN
76 76 SN2512 20250812 ... 270460 268250 SN
77 77 SN2601 20250812 ... 270640 268540 SN
78 78 SN2602 20250812 ... 270740 268300 SN
79 79 SN2603 20250812 ... 271330 269240 SN
80 80 SN2604 20250812 ... 271490 269640 SN
81 81 SN2605 20250812 ... 271490 269900 SN
82 82 SN2606 20250812 ... 270900 269740 SN
83 83 SN2607 20250812 ... 270450 269050 SN
84 84 AO2508 20250812 ... 3216 3172 AO
85 85 AO2509 20250812 ... 3260 3176 AO
86 86 AO2510 20250812 ... 3269 3182 AO
87 87 AO2511 20250812 ... 3271 3194 AO
88 88 AO2512 20250812 ... 3294 3203 AO
89 89 AO2601 20250812 ... 3311 3211 AO
90 90 AO2602 20250812 ... 3314 3208 AO
91 91 AO2603 20250812 ... 3323 3210 AO
92 92 AO2604 20250812 ... 3323 3218 AO
93 93 AO2605 20250812 ... 3321 3218 AO
94 94 AO2606 20250812 ... 3311 3220 AO
95 95 AO2607 20250812 ... 3318 3211 AO
96 96 AD2511 20250812 ... 20090 20105 AD
97 97 AD2512 20250812 ... 20085 20100 AD
98 98 AD2601 20250812 ... 20070 20045 AD
99 99 AD2602 20250812 ... 19955 19950 AD
100 100 AD2603 20250812 ... 19940 19940 AD
101 101 AD2604 20250812 ... 19920 19925 AD
102 102 AD2605 20250812 ... 19785 19845 AD
103 103 AD2606 20250812 ... 19745 19825 AD
104 104 AD2607 20250812 ... 19830 19830 AD
105 105 AU2508 20250812 ... 775.08 783.02 AU
106 106 AU2509 20250812 ... 775.98 783.54 AU
107 107 AU2510 20250812 ... 777.1 784.8 AU
108 108 AU2512 20250812 ... 779.2 786.54 AU
109 109 AU2602 20250812 ... 781.38 788.76 AU
110 110 AU2604 20250812 ... 783.54 790.9 AU
111 111 AU2606 20250812 ... 785.82 792.56 AU
112 112 AU2608 20250812 ... 787.96 794.88 AU
113 113 AG2508 20250812 ... 9154 9220 AG
114 114 AG2509 20250812 ... 9158 9230 AG
115 115 AG2510 20250812 ... 9169 9244 AG
116 116 AG2511 20250812 ... 9184 9255 AG
117 117 AG2512 20250812 ... 9196 9263 AG
118 118 AG2601 20250812 ... 9206 9277 AG
119 119 AG2602 20250812 ... 9219 9292 AG
120 120 AG2603 20250812 ... 9230 9294 AG
121 121 AG2604 20250812 ... 9244 9313 AG
122 122 AG2605 20250812 ... 9255 9324 AG
123 123 AG2606 20250812 ... 9271 9332 AG
124 124 AG2607 20250812 ... 9283 9343 AG
125 125 RB2508 20250812 ... 3215 3200 RB
126 126 RB2509 20250812 ... 3228 3203 RB
127 127 RB2510 20250812 ... 3252 3227 RB
128 128 RB2511 20250812 ... 3271 3244 RB
129 129 RB2512 20250812 ... 3310 3280 RB
130 130 RB2601 20250812 ... 3328 3295 RB
131 131 RB2602 20250812 ... 3324 3294 RB
132 132 RB2603 20250812 ... 3338 3308 RB
133 133 RB2604 20250812 ... 3348 3323 RB
134 134 RB2605 20250812 ... 3356 3321 RB
135 135 RB2606 20250812 ... 3370 3332 RB
136 136 RB2607 20250812 ... 3368 3340 RB
137 137 WR2508 20250812 ... 3212 3212 WR
138 138 WR2509 20250812 ... 3342 3342 WR
139 139 WR2510 20250812 ... 3473 3447 WR
140 140 WR2511 20250812 ... 3480 3480 WR
141 141 WR2512 20250812 ... 3499 3499 WR
142 142 WR2601 20250812 ... 3496 3436 WR
143 143 WR2602 20250812 ... 3523 3523 WR
144 144 WR2603 20250812 ... 3550 3550 WR
145 145 WR2604 20250812 ... 3550 3550 WR
146 146 WR2605 20250812 ... 3479 3478 WR
147 147 WR2606 20250812 ... 3599 3599 WR
148 148 WR2607 20250812 ... 3648 3634 WR
149 149 HC2508 20250812 ... 3436 3436 HC
150 150 HC2509 20250812 ... 3488 3456 HC
151 151 HC2510 20250812 ... 3474 3436 HC
152 152 HC2511 20250812 ... 3469 3433 HC
153 153 HC2512 20250812 ... 3472 3436 HC
154 154 HC2601 20250812 ... 3470 3435 HC
155 155 HC2602 20250812 ... 3470 3434 HC
156 156 HC2603 20250812 ... 3469 3436 HC
157 157 HC2604 20250812 ... 3477 3441 HC
158 158 HC2605 20250812 ... 3478 3437 HC
159 159 HC2606 20250812 ... 3481 3451 HC
160 160 HC2607 20250812 ... 3479 3445 HC
161 161 SS2508 20250812 ... 13150 13030 SS
162 162 SS2509 20250812 ... 13135 13075 SS
163 163 SS2510 20250812 ... 13215 13150 SS
164 164 SS2511 20250812 ... 13260 13200 SS
165 165 SS2512 20250812 ... 13305 13250 SS
166 166 SS2601 20250812 ... 13365 13295 SS
167 167 SS2602 20250812 ... 13380 13360 SS
168 168 SS2603 20250812 ... 13440 13390 SS
169 169 SS2604 20250812 ... 13485 13415 SS
170 170 SS2605 20250812 ... 13535 13455 SS
171 171 SS2606 20250812 ... 13560 13480 SS
172 172 SS2607 20250812 ... 13595 13545 SS
173 173 SC2509 20250812 ... 494.3 492.5 SC
174 174 SC2510 20250812 ... 492.6 490.1 SC
175 175 SC2511 20250812 ... 489.7 485.8 SC
176 176 SC2512 20250812 ... 485.5 481.5 SC
177 177 SC2601 20250812 ... 482.5 478.6 SC
178 178 SC2602 20250812 ... 479.9 477 SC
179 179 SC2603 20250812 ... 477.9 474.1 SC
180 180 SC2604 20250812 ... 475.7 471.3 SC
181 181 SC2605 20250812 ... 474.2 469.4 SC
182 182 SC2606 20250812 ... 473.7 468.6 SC
183 183 SC2607 20250812 ... 470.7 464.9 SC
184 184 SC2608 20250812 ... 470.5 467.3 SC
185 185 SC2609 20250812 ... 467.7 466.8 SC
186 186 SC2612 20250812 ... 469.4 462 SC
187 187 SC2703 20250812 ... 464.6 460.4 SC
188 188 SC2706 20250812 ... 464 460.4 SC
189 189 SC2709 20250812 ... 462.4 457.7 SC
190 190 SC2712 20250812 ... 458.5 458.5 SC
191 191 SC2803 20250812 ... 456.3 456.7 SC
192 192 SC2806 20250812 ... 453.2 452.3 SC
193 193 LU2509 20250812 ... 3483 3452 LU
194 194 LU2510 20250812 ... 3499 3469 LU
195 195 LU2511 20250812 ... 3487 3469 LU
196 196 LU2512 20250812 ... 3473 3454 LU
197 197 LU2601 20250812 ... 3445 3432 LU
198 198 LU2602 20250812 ... 3413 3404 LU
199 199 LU2603 20250812 ... 3410 3400 LU
200 200 LU2604 20250812 ... 3405 3396 LU
201 201 LU2605 20250812 ... 3405 3405 LU
202 202 LU2606 20250812 ... 3407 3403 LU
203 203 LU2607 20250812 ... 3406 3395 LU
204 204 LU2608 20250812 ... 3405 3387 LU
205 205 FU2509 20250812 ... 2769 2774 FU
206 206 FU2510 20250812 ... 2781 2780 FU
207 207 FU2511 20250812 ... 2788 2787 FU
208 208 FU2512 20250812 ... 2794 2792 FU
209 209 FU2601 20250812 ... 2796 2793 FU
210 210 FU2602 20250812 ... 2788 2781 FU
211 211 FU2603 20250812 ... 2780 2770 FU
212 212 FU2604 20250812 ... 2775 2766 FU
213 213 FU2605 20250812 ... 2764 2758 FU
214 214 FU2606 20250812 ... 2757 2748 FU
215 215 FU2607 20250812 ... 2735 2724 FU
216 216 FU2608 20250812 ... 2722 2710 FU
217 217 BU2508 20250812 ... 3406 3406 BU
218 218 BU2509 20250812 ... 3535 3518 BU
219 219 BU2510 20250812 ... 3504 3486 BU
220 220 BU2511 20250812 ... 3462 3450 BU
221 221 BU2512 20250812 ... 3405 3391 BU
222 222 BU2601 20250812 ... 3370 3363 BU
223 223 BU2602 20250812 ... 3362 3346 BU
224 224 BU2603 20250812 ... 3335 3332 BU
225 225 BU2604 20250812 ... 3341 3334 BU
226 226 BU2605 20250812 ... 3342 3330 BU
227 227 BU2606 20250812 ... 3332 3318 BU
228 228 BU2607 20250812 ... 3335 3338 BU
229 229 BU2609 20250812 ... 3320 3316 BU
230 230 BU2612 20250812 ... 3285 3289 BU
231 231 BU2703 20250812 ... 3296 3292 BU
232 232 BU2706 20250812 ... 3303 3302 BU
233 233 BR2508 20250812 ... 11820 11820 BR
234 234 BR2509 20250812 ... 11765 11740 BR
235 235 BR2510 20250812 ... 11765 11725 BR
236 236 BR2511 20250812 ... 11785 11735 BR
237 237 BR2512 20250812 ... 11830 11775 BR
238 238 BR2601 20250812 ... 11870 11800 BR
239 239 BR2602 20250812 ... 11895 11660 BR
240 240 BR2603 20250812 ... 11910 11810 BR
241 241 BR2604 20250812 ... 11930 11805 BR
242 242 BR2605 20250812 ... 11960 11895 BR
243 243 BR2606 20250812 ... 12020 11965 BR
244 244 BR2607 20250812 ... 12090 12035 BR
245 245 RU2508 20250812 ... 14730 14710 RU
246 246 RU2509 20250812 ... 14780 14715 RU
247 247 RU2510 20250812 ... 14805 14745 RU
248 248 RU2511 20250812 ... 14810 14760 RU
249 249 RU2601 20250812 ... 15780 15720 RU
250 250 RU2603 20250812 ... 15855 15810 RU
251 251 RU2604 20250812 ... 15890 15825 RU
252 252 RU2605 20250812 ... 15875 15810 RU
253 253 RU2606 20250812 ... 15920 15860 RU
254 254 RU2607 20250812 ... 16010 15880 RU
255 255 NR2508 20250812 ... 12480 12440 NR
256 256 NR2509 20250812 ... 12560 12520 NR
257 257 NR2510 20250812 ... 12620 12575 NR
258 258 NR2511 20250812 ... 12655 12620 NR
259 259 NR2512 20250812 ... 12690 12660 NR
260 260 NR2601 20250812 ... 12755 12705 NR
261 261 NR2602 20250812 ... 12755 12720 NR
262 262 NR2603 20250812 ... 12775 12745 NR
263 263 NR2604 20250812 ... 12860 12780 NR
264 264 NR2605 20250812 ... 12835 12765 NR
265 265 NR2606 20250812 ... 12895 12840 NR
266 266 NR2607 20250812 ... 12820 12755 NR
267 267 SP2508 20250812 ... 5174 5140 SP
268 268 SP2509 20250812 ... 5204 5192 SP
269 269 SP2510 20250812 ... 5234 5212 SP
270 270 SP2511 20250812 ... 5254 5226 SP
271 271 SP2512 20250812 ... 5262 5232 SP
272 272 SP2601 20250812 ... 5480 5460 SP
273 273 SP2602 20250812 ... 5442 5420 SP
274 274 SP2603 20250812 ... 5458 5440 SP
275 275 SP2604 20250812 ... 5458 5428 SP
276 276 SP2605 20250812 ... 5458 5436 SP
277 277 SP2606 20250812 ... 5456 5458 SP
278 278 SP2607 20250812 ... 5446 5434 SP
279 279 EC2508 20250812 ... 2080.6 2080.1 EC
280 280 EC2510 20250812 ... 1411.7 1438.9 EC
281 281 EC2512 20250812 ... 1720.5 1772.4 EC
282 282 EC2602 20250812 ... 1516.8 1536.5 EC
283 283 EC2604 20250812 ... 1340.4 1362.4 EC
284 284 EC2606 20250812 ... 1487.1 1499 EC
285 286 SC_TAS2509 20250812 ... SC_TAS
286 287 SC_TAS2510 20250812 ... SC_TAS
287 288 SC_TAS2511 20250812 ... SC_TAS
288 289 SC_TAS2512 20250812 ... SC_TAS
[289 rows x 13 columns]
2025-08-13 18:26:10,930 - future_1d - INFO - ak.get_shfe_daily('2025-08-12') done
symbol date open ... settle pre_settle variety
0 PS2508 20250812 0.0 ... 50505.0 50505.0 PS
1 PS2509 20250812 53150.0 ... 52390.0 51425.0 PS
2 PS2510 20250812 53105.0 ... 52405.0 51535.0 PS
3 PS2511 20250812 52800.0 ... 52395.0 51445.0 PS
4 PS2512 20250812 54780.0 ... 54425.0 53435.0 PS
5 PS2601 20250812 54780.0 ... 54445.0 53615.0 PS
6 PS2602 20250812 54795.0 ... 54565.0 54005.0 PS
7 PS2603 20250812 54900.0 ... 54730.0 54190.0 PS
8 PS2604 20250812 54930.0 ... 54775.0 54525.0 PS
9 PS2605 20250812 54860.0 ... 54730.0 54115.0 PS
10 PS2606 20250812 57700.0 ... 57470.0 56955.0 PS
11 PS2607 20250812 57700.0 ... 57605.0 57055.0 PS
13 SI2508 20250812 0.0 ... 8800.0 8860.0 SI
14 SI2509 20250812 9065.0 ... 8880.0 8895.0 SI
15 SI2510 20250812 9045.0 ... 8905.0 8900.0 SI
16 SI2511 20250812 9050.0 ... 8905.0 8940.0 SI
17 SI2512 20250812 9300.0 ... 9270.0 9255.0 SI
18 SI2601 20250812 9430.0 ... 9270.0 9230.0 SI
19 SI2602 20250812 9365.0 ... 9265.0 9210.0 SI
20 SI2603 20250812 9380.0 ... 9295.0 9240.0 SI
21 SI2604 20250812 9370.0 ... 9285.0 9250.0 SI
22 SI2605 20250812 9435.0 ... 9310.0 9265.0 SI
23 SI2606 20250812 9415.0 ... 9310.0 9280.0 SI
24 SI2607 20250812 9400.0 ... 9330.0 9295.0 SI
27 LC2508 20250812 79000.0 ... 82100.0 77680.0 LC
28 LC2509 20250812 89380.0 ... 85760.0 80540.0 LC
29 LC2510 20250812 88480.0 ... 85800.0 80820.0 LC
30 LC2511 20250812 88800.0 ... 85620.0 80900.0 LC
31 LC2512 20250812 84600.0 ... 84900.0 81100.0 LC
32 LC2601 20250812 88000.0 ... 84420.0 80960.0 LC
33 LC2602 20250812 83380.0 ... 83660.0 81360.0 LC
34 LC2603 20250812 89760.0 ... 83220.0 80880.0 LC
35 LC2604 20250812 87960.0 ... 82780.0 80160.0 LC
36 LC2605 20250812 88600.0 ... 82360.0 80280.0 LC
37 LC2606 20250812 82500.0 ... 81760.0 80200.0 LC
38 LC2607 20250812 83160.0 ... 81580.0 80520.0 LC
[36 rows x 12 columns]
2025-08-13 18:26:11,036 - future_1d - INFO - ak.get_gfex_daily('2025-08-12') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250812 8145.0 8198.0 ... 291104.27 8164.0 8125.0 AP
1 AP511 20250812 7828.0 7902.0 ... 2403.13 7879.0 7850.0 AP
2 AP512 20250812 7915.0 7922.0 ... 261.04 7910.0 7873.0 AP
3 AP601 20250812 7920.0 7994.0 ... 27343.68 7967.0 7957.0 AP
4 AP603 20250812 7802.0 7906.0 ... 141.85 7880.0 7852.0 AP
5 AP604 20250812 7917.0 7950.0 ... 95.11 7926.0 7895.0 AP
6 AP605 20250812 7892.0 8010.0 ... 638.49 7981.0 7962.0 AP
7 CF509 20250812 13695.0 13740.0 ... 656350.85 13715.0 13700.0 CF
8 CF511 20250812 13770.0 13855.0 ... 183711.05 13810.0 13760.0 CF
9 CF601 20250812 13880.0 13990.0 ... 1283189.33 13935.0 13870.0 CF
10 CF603 20250812 13860.0 13940.0 ... 1666.02 13885.0 13820.0 CF
11 CF605 20250812 13820.0 13920.0 ... 62525.84 13875.0 13825.0 CF
12 CF607 20250812 13865.0 13925.0 ... 416.79 13895.0 13830.0 CF
13 CJ509 20250812 10515.0 10515.0 ... 38498.22 10400.0 10490.0 CJ
14 CJ512 20250812 11505.0 11525.0 ... 15244.95 11420.0 11525.0 CJ
15 CJ601 20250812 11640.0 11645.0 ... 1101582.32 11545.0 11655.0 CJ
16 CJ603 20250812 11715.0 11735.0 ... 17394.80 11605.0 11730.0 CJ
17 CJ605 20250812 11835.0 11845.0 ... 194585.72 11740.0 11845.0 CJ
18 CJ607 20250812 12050.0 12050.0 ... 1444.04 11935.0 12015.0 CJ
19 CY508 20250812 0.0 0.0 ... 0.00 20160.0 19955.0 CY
20 CY509 20250812 19915.0 20000.0 ... 5050.78 19965.0 19925.0 CY
21 CY510 20250812 20500.0 20500.0 ... 10.25 20500.0 20015.0 CY
22 CY511 20250812 19810.0 20030.0 ... 77386.98 19920.0 19715.0 CY
23 CY512 20250812 19660.0 19660.0 ... 19.66 19660.0 19650.0 CY
24 CY601 20250812 19850.0 19995.0 ... 2049.40 19895.0 19755.0 CY
25 CY602 20250812 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250812 20320.0 20320.0 ... 10.16 20320.0 20180.0 CY
27 CY604 20250812 0.0 0.0 ... 0.00 20030.0 20030.0 CY
28 CY605 20250812 20170.0 20170.0 ... 30.14 20095.0 19955.0 CY
29 CY606 20250812 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250812 0.0 0.0 ... 0.00 20285.0 20280.0 CY
31 FG508 20250812 1050.0 1050.0 ... 104.40 1044.0 1056.0 FG
32 FG509 20250812 1067.0 1092.0 ... 3007612.69 1067.0 1068.0 FG
33 FG510 20250812 1160.0 1196.0 ... 206394.46 1172.0 1163.0 FG
34 FG511 20250812 1158.0 1189.0 ... 279350.69 1164.0 1155.0 FG
35 FG512 20250812 1228.0 1276.0 ... 135596.54 1243.0 1227.0 FG
36 FG601 20250812 1216.0 1270.0 ... 6050472.04 1233.0 1214.0 FG
37 FG602 20250812 1232.0 1318.0 ... 3098.06 1276.0 1266.0 FG
38 FG603 20250812 1271.0 1318.0 ... 3186.21 1287.0 1264.0 FG
39 FG604 20250812 1312.0 1360.0 ... 1729.30 1332.0 1309.0 FG
40 FG605 20250812 1307.0 1357.0 ... 99309.10 1322.0 1303.0 FG
41 FG606 20250812 1337.0 1374.0 ... 2745.81 1345.0 1325.0 FG
42 FG607 20250812 1332.0 1369.0 ... 1729.84 1341.0 1322.0 FG
43 JR509 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250812 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250812 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250812 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250812 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250812 0.0 0.0 ... 0.00 2338.0 2337.0 MA
53 MA509 20250812 2393.0 2397.0 ... 655315.68 2386.0 2385.0 MA
54 MA510 20250812 2419.0 2427.0 ... 112728.89 2415.0 2413.0 MA
55 MA511 20250812 2442.0 2448.0 ... 146040.81 2435.0 2434.0 MA
56 MA512 20250812 2473.0 2480.0 ... 42106.69 2469.0 2464.0 MA
57 MA601 20250812 2485.0 2498.0 ... 491117.93 2486.0 2479.0 MA
58 MA602 20250812 2489.0 2496.0 ... 69.71 2490.0 2483.0 MA
59 MA603 20250812 2484.0 2495.0 ... 301.43 2491.0 2479.0 MA
60 MA604 20250812 2468.0 2487.0 ... 17.34 2477.0 2469.0 MA
61 MA605 20250812 2451.0 2462.0 ... 15214.47 2452.0 2443.0 MA
62 MA606 20250812 2461.0 2466.0 ... 4.93 2464.0 2448.0 MA
63 MA607 20250812 2447.0 2458.0 ... 281.97 2452.0 2439.0 MA
64 OI509 20250812 9609.0 9848.0 ... 2633146.82 9708.0 9560.0 OI
65 OI511 20250812 9630.0 9868.0 ... 389541.77 9733.0 9582.0 OI
66 OI601 20250812 9605.0 9850.0 ... 2639172.88 9711.0 9557.0 OI
67 OI603 20250812 9566.0 9790.0 ... 4865.99 9655.0 9511.0 OI
68 OI605 20250812 9472.0 9688.0 ... 28787.92 9570.0 9422.0 OI
69 OI607 20250812 9458.0 9649.0 ... 324.99 9558.0 9430.0 OI
70 PF508 20250812 6300.0 6312.0 ... 204.84 6304.0 6300.0 PF
71 PF509 20250812 6368.0 6382.0 ... 57395.29 6354.0 6346.0 PF
72 PF510 20250812 6426.0 6460.0 ... 417880.06 6428.0 6416.0 PF
73 PF511 20250812 6416.0 6456.0 ... 276878.91 6422.0 6412.0 PF
74 PF512 20250812 6412.0 6456.0 ... 94565.90 6426.0 6414.0 PF
75 PF601 20250812 6428.0 6462.0 ... 10190.85 6434.0 6420.0 PF
76 PF602 20250812 6442.0 6478.0 ... 48.40 6454.0 6454.0 PF
77 PF603 20250812 6442.0 6496.0 ... 35.60 6472.0 6468.0 PF
78 PF604 20250812 6488.0 6502.0 ... 35.73 6496.0 6494.0 PF
79 PF605 20250812 6510.0 6524.0 ... 29.33 6520.0 6512.0 PF
80 PF606 20250812 0.0 0.0 ... 0.00 6528.0 6522.0 PF
81 PF607 20250812 6530.0 6530.0 ... 3.27 6530.0 6560.0 PF
82 PK510 20250812 8086.0 8090.0 ... 115616.53 8078.0 8076.0 PK
83 PK511 20250812 7932.0 7948.0 ... 131027.89 7930.0 7928.0 PK
84 PK512 20250812 7946.0 7960.0 ... 30842.18 7944.0 7936.0 PK
85 PK601 20250812 7952.0 7974.0 ... 12223.75 7956.0 7956.0 PK
86 PK603 20250812 7962.0 7962.0 ... 59.69 7960.0 7968.0 PK
87 PK604 20250812 7948.0 7966.0 ... 51.73 7960.0 7968.0 PK
88 PK605 20250812 7958.0 7968.0 ... 1404.19 7956.0 7964.0 PK
89 PL601 20250812 6517.0 6560.0 ... 18878.95 6513.0 6478.0 PL
90 PL602 20250812 6560.0 6575.0 ... 564.69 6566.0 6515.0 PL
91 PL603 20250812 6510.0 6530.0 ... 417.24 6519.0 6471.0 PL
92 PL604 20250812 0.0 0.0 ... 0.00 6515.0 6490.0 PL
93 PL605 20250812 6403.0 6435.0 ... 128.45 6423.0 6397.0 PL
94 PL606 20250812 0.0 0.0 ... 0.00 6489.0 6488.0 PL
95 PL607 20250812 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250812 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250812 5922.0 5922.0 ... 2513.89 5922.0 5922.0 PR
103 PR509 20250812 5902.0 5922.0 ... 29406.76 5902.0 5888.0 PR
104 PR510 20250812 5950.0 5978.0 ... 151460.76 5954.0 5938.0 PR
105 PR511 20250812 5948.0 5984.0 ... 185640.50 5960.0 5940.0 PR
106 PR512 20250812 5946.0 5988.0 ... 63086.15 5966.0 5946.0 PR
107 PR601 20250812 5968.0 5992.0 ... 546.40 5972.0 5952.0 PR
108 PR602 20250812 0.0 0.0 ... 0.00 5998.0 5970.0 PR
109 PR603 20250812 0.0 0.0 ... 0.00 6000.0 5972.0 PR
110 PR604 20250812 0.0 0.0 ... 0.00 5992.0 5980.0 PR
111 PR605 20250812 0.0 0.0 ... 0.00 6010.0 5986.0 PR
112 PR606 20250812 0.0 0.0 ... 0.00 5996.0 5978.0 PR
113 PR607 20250812 0.0 0.0 ... 0.00 6004.0 5986.0 PR
114 PX508 20250812 0.0 0.0 ... 0.00 6792.0 6770.0 PX
115 PX509 20250812 6792.0 6858.0 ... 234305.92 6808.0 6770.0 PX
116 PX510 20250812 6768.0 6830.0 ... 110567.50 6786.0 6760.0 PX
117 PX511 20250812 6752.0 6810.0 ... 280442.09 6764.0 6742.0 PX
118 PX512 20250812 6744.0 6800.0 ... 70607.16 6754.0 6740.0 PX
119 PX601 20250812 6728.0 6778.0 ... 89618.73 6744.0 6716.0 PX
120 PX602 20250812 0.0 0.0 ... 0.00 6738.0 6714.0 PX
121 PX603 20250812 0.0 0.0 ... 0.00 6732.0 6690.0 PX
122 PX604 20250812 0.0 0.0 ... 0.00 6732.0 6706.0 PX
123 PX605 20250812 6720.0 6758.0 ... 114.54 6738.0 6708.0 PX
124 PX606 20250812 6758.0 6758.0 ... 3.38 6758.0 6694.0 PX
125 PX607 20250812 6766.0 6766.0 ... 3.38 6766.0 6720.0 PX
126 RI509 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250812 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250812 0.0 0.0 ... 0.00 2654.0 2718.0 RM
133 RM509 20250812 2701.0 2711.0 ... 1767998.94 2662.0 2735.0 RM
134 RM511 20250812 2541.0 2622.0 ... 43485.76 2578.0 2568.0 RM
135 RM601 20250812 2442.0 2566.0 ... 1527735.27 2488.0 2464.0 RM
136 RM603 20250812 2417.0 2509.0 ... 46565.01 2456.0 2428.0 RM
137 RM605 20250812 2397.0 2470.0 ... 154151.60 2435.0 2405.0 RM
138 RM607 20250812 2388.0 2447.0 ... 8797.52 2416.0 2389.0 RM
139 RS508 20250812 0.0 0.0 ... 0.00 4927.0 4974.0 RS
140 RS509 20250812 5010.0 5036.0 ... 20.09 5023.0 5035.0 RS
141 RS511 20250812 5127.0 5127.0 ... 61.19 5099.0 5148.0 RS
142 RS607 20250812 0.0 0.0 ... 0.00 5596.0 5596.0 RS
143 SA508 20250812 1235.0 1280.0 ... 99.80 1248.0 1234.0 SA
144 SA509 20250812 1252.0 1312.0 ... 1695268.07 1282.0 1247.0 SA
145 SA510 20250812 1278.0 1340.0 ... 577358.61 1299.0 1276.0 SA
146 SA511 20250812 1286.0 1349.0 ... 735496.58 1311.0 1284.0 SA
147 SA512 20250812 1337.0 1418.0 ... 180043.43 1378.0 1333.0 SA
148 SA601 20250812 1345.0 1429.0 ... 8979866.17 1388.0 1338.0 SA
149 SA602 20250812 1354.0 1444.0 ... 14132.48 1400.0 1349.0 SA
150 SA603 20250812 1360.0 1455.0 ... 16454.63 1408.0 1354.0 SA
151 SA604 20250812 1399.0 1488.0 ... 8955.34 1437.0 1393.0 SA
152 SA605 20250812 1403.0 1501.0 ... 306013.73 1443.0 1399.0 SA
153 SA606 20250812 1409.0 1500.0 ... 4084.44 1441.0 1403.0 SA
154 SA607 20250812 1407.0 1492.0 ... 4786.95 1440.0 1398.0 SA
155 SF508 20250812 0.0 0.0 ... 0.00 5792.0 5792.0 SF
156 SF509 20250812 5850.0 5900.0 ... 580953.87 5854.0 5808.0 SF
157 SF510 20250812 5840.0 5888.0 ... 283999.97 5846.0 5800.0 SF
158 SF511 20250812 6032.0 6076.0 ... 580896.72 6038.0 5998.0 SF
159 SF512 20250812 6042.0 6070.0 ... 43472.11 6030.0 5994.0 SF
160 SF601 20250812 6030.0 6068.0 ... 156936.39 6032.0 5992.0 SF
161 SF602 20250812 6000.0 6022.0 ... 380.33 5990.0 5950.0 SF
162 SF603 20250812 6180.0 6212.0 ... 259.28 6174.0 6130.0 SF
163 SF604 20250812 6192.0 6192.0 ... 18.48 6162.0 6100.0 SF
164 SF605 20250812 6140.0 6188.0 ... 1282.68 6152.0 6100.0 SF
165 SF606 20250812 6088.0 6120.0 ... 88.20 6084.0 6030.0 SF
166 SF607 20250812 6214.0 6258.0 ... 164.71 6216.0 6158.0 SF
167 SH508 20250812 0.0 0.0 ... 0.00 2356.0 2345.0 SH
168 SH509 20250812 2494.0 2517.0 ... 1106149.99 2493.0 2481.0 SH
169 SH510 20250812 2590.0 2630.0 ... 418125.73 2604.0 2576.0 SH
170 SH511 20250812 2600.0 2644.0 ... 541847.63 2617.0 2574.0 SH
171 SH512 20250812 2615.0 2661.0 ... 138951.95 2639.0 2589.0 SH
172 SH601 20250812 2600.0 2645.0 ... 800222.65 2621.0 2570.0 SH
173 SH602 20250812 2618.0 2660.0 ... 634.07 2642.0 2587.0 SH
174 SH603 20250812 2626.0 2684.0 ... 524.44 2649.0 2600.0 SH
175 SH604 20250812 2672.0 2731.0 ... 363.46 2692.0 2654.0 SH
176 SH605 20250812 2677.0 2729.0 ... 7698.33 2704.0 2661.0 SH
177 SH606 20250812 2694.0 2745.0 ... 350.30 2715.0 2679.0 SH
178 SH607 20250812 2684.0 2727.0 ... 65.08 2712.0 2673.0 SH
179 SM508 20250812 6120.0 6120.0 ... 792.07 6116.0 6082.0 SM
180 SM509 20250812 6130.0 6152.0 ... 791499.01 6114.0 6100.0 SM
181 SM510 20250812 6138.0 6166.0 ... 152913.93 6120.0 6110.0 SM
182 SM511 20250812 6224.0 6234.0 ... 213831.85 6192.0 6178.0 SM
183 SM512 20250812 6206.0 6244.0 ... 37887.92 6206.0 6184.0 SM
184 SM601 20250812 6224.0 6248.0 ... 418825.26 6210.0 6192.0 SM
185 SM602 20250812 6196.0 6238.0 ... 279.16 6204.0 6188.0 SM
186 SM603 20250812 6208.0 6260.0 ... 196.03 6224.0 6202.0 SM
187 SM604 20250812 6218.0 6248.0 ... 24.91 6228.0 6210.0 SM
188 SM605 20250812 6256.0 6290.0 ... 5306.91 6254.0 6228.0 SM
189 SM606 20250812 6260.0 6284.0 ... 93.95 6264.0 6224.0 SM
190 SM607 20250812 6240.0 6304.0 ... 94.05 6270.0 6232.0 SM
191 SR509 20250812 5688.0 5711.0 ... 315917.12 5690.0 5680.0 SR
192 SR511 20250812 5600.0 5628.0 ... 109098.34 5608.0 5594.0 SR
193 SR601 20250812 5580.0 5612.0 ... 881478.20 5589.0 5574.0 SR
194 SR603 20250812 5553.0 5584.0 ... 4859.66 5567.0 5548.0 SR
195 SR605 20250812 5535.0 5565.0 ... 30870.22 5545.0 5530.0 SR
196 SR607 20250812 5535.0 5564.0 ... 1957.36 5545.0 5529.0 SR
197 TA508 20250812 4700.0 4710.0 ... 5842.14 4700.0 4690.0 TA
198 TA509 20250812 4724.0 4742.0 ... 866621.23 4718.0 4708.0 TA
199 TA510 20250812 4728.0 4766.0 ... 97869.48 4742.0 4726.0 TA
200 TA511 20250812 4742.0 4772.0 ... 94757.94 4742.0 4734.0 TA
201 TA512 20250812 4746.0 4776.0 ... 56329.63 4744.0 4736.0 TA
202 TA601 20250812 4748.0 4778.0 ... 615082.31 4752.0 4732.0 TA
203 TA602 20250812 4740.0 4774.0 ... 488.09 4762.0 4738.0 TA
204 TA603 20250812 4760.0 4770.0 ... 78.60 4764.0 4742.0 TA
205 TA604 20250812 4760.0 4800.0 ... 21.54 4788.0 4764.0 TA
206 TA605 20250812 4788.0 4820.0 ... 11524.12 4792.0 4772.0 TA
207 TA606 20250812 4818.0 4822.0 ... 12.05 4818.0 4778.0 TA
208 TA607 20250812 4836.0 4836.0 ... 7.25 4834.0 4774.0 TA
209 UR508 20250812 1717.0 1722.0 ... 601.94 1720.0 1705.0 UR
210 UR509 20250812 1722.0 1733.0 ... 315689.22 1726.0 1718.0 UR
211 UR510 20250812 1731.0 1740.0 ... 32650.00 1734.0 1726.0 UR
212 UR511 20250812 1752.0 1759.0 ... 36834.99 1753.0 1751.0 UR
213 UR512 20250812 1750.0 1761.0 ... 990.56 1756.0 1750.0 UR
214 UR601 20250812 1755.0 1765.0 ... 295615.08 1756.0 1748.0 UR
215 UR602 20250812 1752.0 1760.0 ... 245.56 1754.0 1746.0 UR
216 UR603 20250812 1791.0 1794.0 ... 85.86 1789.0 1780.0 UR
217 UR604 20250812 1794.0 1798.0 ... 35.92 1796.0 1783.0 UR
218 UR605 20250812 1793.0 1803.0 ... 8360.65 1795.0 1786.0 UR
219 UR606 20250812 1785.0 1795.0 ... 211.24 1790.0 1778.0 UR
220 UR607 20250812 1796.0 1800.0 ... 338.01 1798.0 1787.0 UR
221 WH509 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250812 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250812 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-13 18:26:11,314 - future_1d - INFO - ak.get_czce_daily('2025-08-12') done
symbol date open ... settle pre_settle variety
0 IC2508 20250812 6372.200 ... 6405.200 6376.200 IC
1 IC2509 20250812 6301.000 ... 6338.800 6309.600 IC
2 IC2512 20250812 6154.600 ... 6182.600 6154.600 IC
3 IC2603 20250812 6012.800 ... 6047.600 6018.800 IC
4 IF2508 20250812 4115.000 ... 4141.200 4123.000 IF
5 IF2509 20250812 4109.600 ... 4128.600 4110.200 IF
6 IF2512 20250812 4076.000 ... 4099.600 4081.200 IF
7 IF2603 20250812 4046.200 ... 4068.000 4048.800 IF
8 IH2508 20250812 2789.200 ... 2808.800 2792.400 IH
9 IH2509 20250812 2790.400 ... 2809.000 2792.600 IH
10 IH2512 20250812 2791.600 ... 2810.000 2793.600 IH
11 IH2603 20250812 2792.000 ... 2809.400 2793.200 IH
12 IM2508 20250812 6926.000 ... 6950.800 6933.000 IM
13 IM2509 20250812 6852.200 ... 6879.800 6862.400 IM
14 IM2512 20250812 6661.200 ... 6689.800 6674.400 IM
15 IM2603 20250812 6484.800 ... 6507.400 6492.800 IM
16 T2509 20250812 108.455 ... 108.410 108.465 T
17 T2512 20250812 108.355 ... 108.290 108.365 T
18 T2603 20250812 108.170 ... 108.080 108.170 T
19 TF2509 20250812 105.720 ... 105.695 105.720 TF
20 TF2512 20250812 105.735 ... 105.720 105.755 TF
21 TF2603 20250812 105.795 ... 105.745 105.785 TF
22 TL2509 20250812 118.460 ... 118.150 118.510 TL
23 TL2512 20250812 118.090 ... 117.740 118.090 TL
24 TL2603 20250812 117.820 ... 117.370 117.790 TL
25 TS2509 20250812 102.360 ... 102.338 102.354 TS
26 TS2512 20250812 102.386 ... 102.374 102.396 TS
27 TS2603 20250812 102.372 ... 102.356 102.372 TS
[28 rows x 12 columns]
2025-08-13 18:26:11,478 - future_1d - INFO - ak.get_cffex_daily('2025-08-12') done
symbol date open ... settle pre_settle variety
0 SC2509 20250812 495.4 ... 494.3 492.5 SC
1 SC2510 20250812 492.5 ... 492.6 490.1 SC
2 SC2511 20250812 489 ... 489.7 485.8 SC
3 SC2512 20250812 484.5 ... 485.5 481.5 SC
4 SC2601 20250812 480 ... 482.5 478.6 SC
5 SC2602 20250812 477.8 ... 479.9 477 SC
6 SC2603 20250812 476.9 ... 477.9 474.1 SC
7 SC2604 20250812 476 ... 475.7 471.3 SC
8 SC2605 20250812 472.8 ... 474.2 469.4 SC
9 SC2606 20250812 471.4 ... 473.7 468.6 SC
10 SC2607 20250812 467.9 ... 470.7 464.9 SC
11 SC2608 20250812 468.6 ... 470.5 467.3 SC
12 SC2609 20250812 467.7 ... 467.7 466.8 SC
13 SC2612 20250812 473.9 ... 469.4 462 SC
14 SC2703 20250812 463.6 ... 464.6 460.4 SC
15 SC2706 20250812 464 ... 464 460.4 SC
16 SC2709 20250812 462 ... 462.4 457.7 SC
17 SC2712 20250812 ... 458.5 458.5 SC
18 SC2803 20250812 456.3 ... 456.3 456.7 SC
19 SC2806 20250812 454 ... 453.2 452.3 SC
21 LU2509 20250812 3475 ... 3483 3452 LU
22 LU2510 20250812 3500 ... 3499 3469 LU
23 LU2511 20250812 3477 ... 3487 3469 LU
24 LU2512 20250812 3466 ... 3473 3454 LU
25 LU2601 20250812 3432 ... 3445 3432 LU
26 LU2602 20250812 3408 ... 3413 3404 LU
27 LU2603 20250812 3405 ... 3410 3400 LU
28 LU2604 20250812 3407 ... 3405 3396 LU
29 LU2605 20250812 3399 ... 3405 3405 LU
30 LU2606 20250812 3406 ... 3407 3403 LU
31 LU2607 20250812 3392 ... 3406 3395 LU
32 LU2608 20250812 3404 ... 3405 3387 LU
34 NR2508 20250812 12480 ... 12480 12440 NR
35 NR2509 20250812 12635 ... 12560 12520 NR
36 NR2510 20250812 12630 ... 12620 12575 NR
37 NR2511 20250812 12675 ... 12655 12620 NR
38 NR2512 20250812 12715 ... 12690 12660 NR
39 NR2601 20250812 12770 ... 12755 12705 NR
40 NR2602 20250812 12785 ... 12755 12720 NR
41 NR2603 20250812 12800 ... 12775 12745 NR
42 NR2604 20250812 12810 ... 12860 12780 NR
43 NR2605 20250812 12820 ... 12835 12765 NR
44 NR2606 20250812 12895 ... 12895 12840 NR
45 NR2607 20250812 ... 12820 12755 NR
47 BC2508 20250812 69300 ... 69300 69300 BC
48 BC2509 20250812 69880 ... 70120 70120 BC
49 BC2510 20250812 70070 ... 70220 70170 BC
50 BC2511 20250812 70270 ... 70270 70450 BC
51 BC2512 20250812 70000 ... 69990 70240 BC
52 BC2601 20250812 ... 70020 70020 BC
53 BC2602 20250812 ... 70000 70000 BC
54 BC2603 20250812 ... 70000 70000 BC
55 BC2604 20250812 ... 70000 70000 BC
56 BC2605 20250812 ... 70000 70000 BC
57 BC2606 20250812 ... 69340 69340 BC
58 BC2607 20250812 ... 68740 68740 BC
60 EC2508 20250812 2084 ... 2080.6 2080.1 EC
61 EC2510 20250812 1411 ... 1411.7 1438.9 EC
62 EC2512 20250812 1749.9 ... 1720.5 1772.4 EC
63 EC2602 20250812 1530 ... 1516.8 1536.5 EC
64 EC2604 20250812 1345.8 ... 1340.4 1362.4 EC
65 EC2606 20250812 1480 ... 1487.1 1499 EC
68 SC_TAS2509 20250812 ... SC_TAS
69 SC_TAS2510 20250812 ... SC_TAS
70 SC_TAS2511 20250812 ... SC_TAS
71 SC_TAS2512 20250812 ... SC_TAS
[66 rows x 12 columns]
2025-08-13 18:26:11,584 - future_1d - INFO - ak.get_ine_daily('2025-08-12') done
symbol date open ... settle pre_settle variety
0 a2509 20250812 4080.00 ... 4078.00 4098.00 A
1 a2511 20250812 4067.00 ... 4033.00 4063.00 A
2 a2601 20250812 4055.00 ... 4028.00 4055.00 A
3 a2603 20250812 4048.00 ... 4027.00 4050.00 A
4 a2605 20250812 4088.00 ... 4068.00 4088.00 A
5 a2607 20250812 4080.00 ... 4071.00 4085.00 A
6 b2508 20250812 0.00 ... 3610.00 3610.00 B
7 b2509 20250812 3728.00 ... 3727.00 3726.00 B
8 b2510 20250812 3761.00 ... 3767.00 3766.00 B
9 b2511 20250812 3800.00 ... 3800.00 3790.00 B
10 b2512 20250812 3809.00 ... 3815.00 3798.00 B
11 b2601 20250812 3795.00 ... 3797.00 3788.00 B
12 b2602 20250812 3773.00 ... 3770.00 3763.00 B
13 b2603 20250812 3682.00 ... 3687.00 3670.00 B
14 b2604 20250812 3579.00 ... 3582.00 3561.00 B
15 b2605 20250812 3495.00 ... 3510.00 3488.00 B
16 b2606 20250812 3496.00 ... 3495.00 3472.00 B
17 b2607 20250812 3484.00 ... 3482.00 3461.00 B
18 bb2509 20250812 145.00 ... 145.30 148.20 BB
19 bb2511 20250812 147.10 ... 147.50 145.95 BB
20 bb2601 20250812 148.85 ... 148.50 147.45 BB
21 bb2603 20250812 0.00 ... 146.65 145.65 BB
22 bb2605 20250812 0.00 ... 140.55 139.60 BB
23 bb2607 20250812 0.00 ... 146.30 145.30 BB
24 bz2603 20250812 6230.00 ... 6264.00 6231.00 BZ
25 bz2604 20250812 6193.00 ... 6206.00 6196.00 BZ
26 bz2605 20250812 6242.00 ... 6242.00 6239.00 BZ
27 bz2606 20250812 6233.00 ... 6233.00 6183.00 BZ
28 bz2607 20250812 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250812 2260.00 ... 2259.00 2259.00 C
30 c2511 20250812 2202.00 ... 2193.00 2201.00 C
31 c2601 20250812 2193.00 ... 2187.00 2187.00 C
32 c2603 20250812 2202.00 ... 2203.00 2199.00 C
33 c2605 20250812 2256.00 ... 2256.00 2253.00 C
34 c2607 20250812 2274.00 ... 2276.00 2270.00 C
35 cs2509 20250812 2645.00 ... 2638.00 2638.00 CS
36 cs2511 20250812 2543.00 ... 2536.00 2542.00 CS
37 cs2601 20250812 2562.00 ... 2558.00 2558.00 CS
38 cs2603 20250812 2558.00 ... 2556.00 2555.00 CS
39 cs2605 20250812 2619.00 ... 2618.00 2615.00 CS
40 cs2607 20250812 2625.00 ... 2624.00 2620.00 CS
41 eb2508 20250812 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250812 7275.00 ... 7314.00 7253.00 EB
43 eb2510 20250812 7302.00 ... 7335.00 7277.00 EB
44 eb2511 20250812 7324.00 ... 7359.00 7301.00 EB
45 eb2512 20250812 7346.00 ... 7377.00 7320.00 EB
46 eb2601 20250812 7361.00 ... 7389.00 7336.00 EB
47 eb2602 20250812 7373.00 ... 7408.00 7352.00 EB
48 eb2603 20250812 7430.00 ... 7437.00 7365.00 EB
49 eb2604 20250812 7439.00 ... 7448.00 7382.00 EB
50 eb2605 20250812 7428.00 ... 7452.00 7399.00 EB
51 eb2606 20250812 7424.00 ... 7445.00 7387.00 EB
52 eb2607 20250812 7390.00 ... 7407.00 7376.00 EB
53 eg2508 20250812 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250812 4412.00 ... 4427.00 4404.00 EG
55 eg2510 20250812 4423.00 ... 4435.00 4414.00 EG
56 eg2511 20250812 4439.00 ... 4454.00 4431.00 EG
57 eg2512 20250812 4469.00 ... 4472.00 4440.00 EG
58 eg2601 20250812 4462.00 ... 4473.00 4444.00 EG
59 eg2602 20250812 4482.00 ... 4482.00 4438.00 EG
60 eg2603 20250812 4485.00 ... 4485.00 4450.00 EG
61 eg2604 20250812 4508.00 ... 4510.00 4478.00 EG
62 eg2605 20250812 4501.00 ... 4524.00 4491.00 EG
63 eg2606 20250812 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250812 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250812 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250812 1254.50 ... 1254.50 1255.00 FB
67 fb2510 20250812 1296.00 ... 1293.00 1293.00 FB
68 fb2511 20250812 1340.00 ... 1288.50 1286.50 FB
69 fb2512 20250812 1284.00 ... 1288.50 1285.00 FB
70 fb2601 20250812 1292.00 ... 1290.50 1290.50 FB
71 fb2602 20250812 1298.00 ... 1294.50 1294.00 FB
72 fb2603 20250812 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250812 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250812 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250812 1357.00 ... 1357.00 1339.50 FB
76 fb2607 20250812 0.00 ... 1302.50 1302.50 FB
77 i2508 20250812 815.00 ... 815.00 820.00 I
78 i2509 20250812 798.00 ... 800.50 794.00 I
79 i2510 20250812 799.00 ... 803.00 795.00 I
80 i2511 20250812 796.50 ... 801.00 792.00 I
81 i2512 20250812 794.50 ... 799.50 789.00 I
82 i2601 20250812 790.00 ... 795.00 782.50 I
83 i2602 20250812 785.00 ... 791.00 777.50 I
84 i2603 20250812 779.50 ... 785.50 774.00 I
85 i2604 20250812 778.00 ... 781.50 769.50 I
86 i2605 20250812 770.00 ... 773.50 761.50 I
87 i2606 20250812 763.50 ... 767.50 755.50 I
88 i2607 20250812 759.50 ... 765.50 752.00 I
89 j2508 20250812 0.00 ... 1598.00 1598.00 J
90 j2509 20250812 1690.00 ... 1703.50 1660.50 J
91 j2510 20250812 1704.50 ... 1727.00 1684.00 J
92 j2511 20250812 1728.50 ... 1758.00 1703.00 J
93 j2512 20250812 1748.00 ... 1771.00 1705.00 J
94 j2601 20250812 1757.00 ... 1787.50 1734.00 J
95 j2602 20250812 1842.00 ... 1842.00 1759.00 J
96 j2603 20250812 0.00 ... 1801.50 1801.00 J
97 j2604 20250812 0.00 ... 1842.00 1818.00 J
98 j2605 20250812 1833.00 ... 1862.50 1818.50 J
99 j2606 20250812 1843.50 ... 1877.50 1837.50 J
100 j2607 20250812 1843.50 ... 1843.50 1843.50 J
101 jd2508 20250812 0.00 ... 2790.00 2788.00 JD
102 jd2509 20250812 3270.00 ... 3305.00 3316.00 JD
103 jd2510 20250812 3181.00 ... 3197.00 3212.00 JD
104 jd2511 20250812 3282.00 ... 3285.00 3299.00 JD
105 jd2512 20250812 3420.00 ... 3434.00 3448.00 JD
106 jd2601 20250812 3535.00 ... 3548.00 3555.00 JD
107 jd2602 20250812 3192.00 ... 3202.00 3186.00 JD
108 jd2603 20250812 3187.00 ... 3204.00 3189.00 JD
109 jd2604 20250812 3350.00 ... 3367.00 3350.00 JD
110 jd2605 20250812 3463.00 ... 3476.00 3461.00 JD
111 jd2606 20250812 3303.00 ... 3308.00 3297.00 JD
112 jd2607 20250812 3520.00 ... 3550.00 3518.00 JD
113 jm2508 20250812 1021.00 ... 1021.00 920.00 JM
114 jm2509 20250812 1099.50 ... 1134.00 1076.50 JM
115 jm2510 20250812 1154.00 ... 1190.00 1131.00 JM
116 jm2511 20250812 1215.00 ... 1240.50 1181.50 JM
117 jm2512 20250812 1239.00 ... 1270.50 1209.50 JM
118 jm2601 20250812 1256.00 ... 1283.50 1227.50 JM
119 jm2602 20250812 1252.00 ... 1308.00 1246.50 JM
120 jm2603 20250812 1282.00 ... 1303.00 1255.00 JM
121 jm2604 20250812 1285.00 ... 1306.50 1257.00 JM
122 jm2605 20250812 1288.00 ... 1312.50 1263.50 JM
123 jm2606 20250812 1291.00 ... 1310.50 1269.50 JM
124 jm2607 20250812 1294.00 ... 1321.50 1279.00 JM
125 l2508 20250812 0.00 ... 7256.00 7256.00 L
126 l2509 20250812 7322.00 ... 7328.00 7302.00 L
127 l2510 20250812 7340.00 ... 7351.00 7322.00 L
128 l2511 20250812 7367.00 ... 7373.00 7345.00 L
129 l2512 20250812 7376.00 ... 7388.00 7355.00 L
130 l2601 20250812 7372.00 ... 7383.00 7353.00 L
131 l2602 20250812 7363.00 ... 7378.00 7346.00 L
132 l2603 20250812 7359.00 ... 7383.00 7335.00 L
133 l2604 20250812 7393.00 ... 7398.00 7360.00 L
134 l2605 20250812 7371.00 ... 7390.00 7353.00 L
135 l2606 20250812 7387.00 ... 7387.00 7347.00 L
136 l2607 20250812 0.00 ... 7373.00 7373.00 L
137 lg2509 20250812 833.00 ... 826.00 835.00 LG
138 lg2511 20250812 847.00 ... 846.00 846.00 LG
139 lg2601 20250812 849.00 ... 851.50 849.50 LG
140 lg2603 20250812 857.50 ... 849.50 842.00 LG
141 lg2605 20250812 851.00 ... 850.50 849.50 LG
142 lg2607 20250812 850.50 ... 849.50 848.00 LG
143 lh2509 20250812 13970.00 ... 13995.00 13955.00 LH
144 lh2511 20250812 14140.00 ... 14235.00 14200.00 LH
145 lh2601 20250812 14375.00 ... 14425.00 14405.00 LH
146 lh2603 20250812 13380.00 ... 13415.00 13415.00 LH
147 lh2605 20250812 13960.00 ... 13970.00 13980.00 LH
148 lh2607 20250812 14440.00 ... 14435.00 14435.00 LH
149 m2508 20250812 3011.00 ... 3012.00 3016.00 M
150 m2509 20250812 3015.00 ... 3017.00 3023.00 M
151 m2511 20250812 3040.00 ... 3051.00 3055.00 M
152 m2512 20250812 3084.00 ... 3092.00 3089.00 M
153 m2601 20250812 3072.00 ... 3074.00 3069.00 M
154 m2603 20250812 2950.00 ... 2963.00 2954.00 M
155 m2605 20250812 2783.00 ... 2790.00 2769.00 M
156 m2607 20250812 2755.00 ... 2767.00 2748.00 M
157 p2508 20250812 0.00 ... 8802.00 8802.00 P
158 p2509 20250812 9246.00 ... 9294.00 9078.00 P
159 p2510 20250812 9222.00 ... 9288.00 9086.00 P
160 p2511 20250812 9218.00 ... 9312.00 9130.00 P
161 p2512 20250812 9244.00 ... 9320.00 9120.00 P
162 p2601 20250812 9254.00 ... 9334.00 9106.00 P
163 p2602 20250812 9218.00 ... 9274.00 9126.00 P
164 p2603 20250812 9180.00 ... 9228.00 9034.00 P
165 p2604 20250812 9074.00 ... 9108.00 8978.00 P
166 p2605 20250812 8998.00 ... 9030.00 8882.00 P
167 p2606 20250812 8910.00 ... 8938.00 8802.00 P
168 p2607 20250812 8800.00 ... 8854.00 8738.00 P
169 pg2508 20250812 0.00 ... 3885.00 3885.00 PG
170 pg2509 20250812 3805.00 ... 3813.00 3788.00 PG
171 pg2510 20250812 4285.00 ... 4287.00 4263.00 PG
172 pg2511 20250812 4226.00 ... 4221.00 4195.00 PG
173 pg2512 20250812 4173.00 ... 4181.00 4153.00 PG
174 pg2601 20250812 4136.00 ... 4137.00 4106.00 PG
175 pg2602 20250812 4069.00 ... 4080.00 4053.00 PG
176 pg2603 20250812 3989.00 ... 3998.00 3976.00 PG
177 pg2604 20250812 4279.00 ... 4280.00 4263.00 PG
178 pg2605 20250812 4185.00 ... 4189.00 4167.00 PG
179 pg2606 20250812 4125.00 ... 4132.00 4123.00 PG
180 pg2607 20250812 4063.00 ... 4081.00 4065.00 PG
181 pp2508 20250812 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250812 7102.00 ... 7098.00 7076.00 PP
183 pp2510 20250812 7088.00 ... 7092.00 7071.00 PP
184 pp2511 20250812 7105.00 ... 7102.00 7085.00 PP
185 pp2512 20250812 7117.00 ... 7116.00 7100.00 PP
186 pp2601 20250812 7123.00 ... 7126.00 7102.00 PP
187 pp2602 20250812 7103.00 ... 7104.00 7084.00 PP
188 pp2603 20250812 7098.00 ... 7101.00 7090.00 PP
189 pp2604 20250812 7104.00 ... 7104.00 7101.00 PP
190 pp2605 20250812 7114.00 ... 7117.00 7102.00 PP
191 pp2606 20250812 7098.00 ... 7102.00 7086.00 PP
192 pp2607 20250812 0.00 ... 7095.00 7093.00 PP
193 rr2508 20250812 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250812 3580.00 ... 3571.00 3575.00 RR
195 rr2510 20250812 3617.00 ... 3612.00 3613.00 RR
196 rr2511 20250812 3618.00 ... 3613.00 3616.00 RR
197 rr2512 20250812 3616.00 ... 3610.00 3611.00 RR
198 rr2601 20250812 3623.00 ... 3620.00 3618.00 RR
199 rr2602 20250812 0.00 ... 3611.00 3611.00 RR
200 rr2603 20250812 0.00 ... 3612.00 3612.00 RR
201 rr2604 20250812 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250812 3617.00 ... 3614.00 3615.00 RR
203 rr2606 20250812 3627.00 ... 3627.00 3627.00 RR
204 rr2607 20250812 0.00 ... 3633.00 3633.00 RR
205 v2508 20250812 4970.00 ... 4980.00 4962.00 V
206 v2509 20250812 5019.00 ... 5035.00 5003.00 V
207 v2510 20250812 5056.00 ... 5075.00 5042.00 V
208 v2511 20250812 5090.00 ... 5105.00 5078.00 V
209 v2512 20250812 5132.00 ... 5140.00 5116.00 V
210 v2601 20250812 5160.00 ... 5181.00 5145.00 V
211 v2602 20250812 5192.00 ... 5232.00 5174.00 V
212 v2603 20250812 5218.00 ... 5270.00 5200.00 V
213 v2604 20250812 5466.00 ... 5493.00 5435.00 V
214 v2605 20250812 5480.00 ... 5504.00 5469.00 V
215 v2606 20250812 5516.00 ... 5534.00 5488.00 V
216 v2607 20250812 5551.00 ... 5571.00 5520.00 V
217 y2508 20250812 9148.00 ... 9148.00 8636.00 Y
218 y2509 20250812 8486.00 ... 8464.00 8410.00 Y
219 y2511 20250812 8480.00 ... 8482.00 8422.00 Y
220 y2512 20250812 8478.00 ... 8476.00 8430.00 Y
221 y2601 20250812 8440.00 ... 8450.00 8400.00 Y
222 y2603 20250812 8344.00 ... 8326.00 8284.00 Y
223 y2605 20250812 8050.00 ... 8038.00 7986.00 Y
224 y2607 20250812 7992.00 ... 8028.00 7960.00 Y
[225 rows x 12 columns]
2025-08-13 18:26:12,022 - future_1d - INFO - ak.get_dce_daily('2025-08-12') done
2025-08-13 18:26:13,753 - future_1d - INFO - save future_daily 2025-08-12 completed
index symbol date ... settle pre_settle variety
0 0 CU2508 20250813 ... 79310 78940 CU
1 1 CU2509 20250813 ... 79340 78940 CU
2 2 CU2510 20250813 ... 79380 78970 CU
3 3 CU2511 20250813 ... 79380 78960 CU
4 4 CU2512 20250813 ... 79400 78940 CU
5 5 CU2601 20250813 ... 79360 78920 CU
6 6 CU2602 20250813 ... 79330 78880 CU
7 7 CU2603 20250813 ... 79270 78920 CU
8 8 CU2604 20250813 ... 79300 78920 CU
9 9 CU2605 20250813 ... 79300 78900 CU
10 10 CU2606 20250813 ... 79370 78920 CU
11 11 CU2607 20250813 ... 79350 78950 CU
12 12 BC2508 20250813 ... 69300 69300 BC
13 13 BC2509 20250813 ... 70540 70120 BC
14 14 BC2510 20250813 ... 70620 70220 BC
15 15 BC2511 20250813 ... 70720 70270 BC
16 16 BC2512 20250813 ... 70490 69990 BC
17 17 BC2601 20250813 ... 70250 70020 BC
18 18 BC2602 20250813 ... 70710 70000 BC
19 19 BC2603 20250813 ... 70000 70000 BC
20 20 BC2604 20250813 ... 70000 70000 BC
21 21 BC2605 20250813 ... 71210 70000 BC
22 22 BC2606 20250813 ... 69790 69340 BC
23 23 BC2607 20250813 ... 69120 68740 BC
24 24 AL2508 20250813 ... 20790 20665 AL
25 25 AL2509 20250813 ... 20795 20660 AL
26 26 AL2510 20250813 ... 20775 20645 AL
27 27 AL2511 20250813 ... 20735 20625 AL
28 28 AL2512 20250813 ... 20695 20575 AL
29 29 AL2601 20250813 ... 20675 20560 AL
30 30 AL2602 20250813 ... 20675 20565 AL
31 31 AL2603 20250813 ... 20695 20605 AL
32 32 AL2604 20250813 ... 20710 20615 AL
33 33 AL2605 20250813 ... 20730 20610 AL
34 34 AL2606 20250813 ... 20725 20620 AL
35 35 AL2607 20250813 ... 20740 20650 AL
36 36 ZN2508 20250813 ... 22605 22545 ZN
37 37 ZN2509 20250813 ... 22670 22545 ZN
38 38 ZN2510 20250813 ... 22685 22570 ZN
39 39 ZN2511 20250813 ... 22685 22585 ZN
40 40 ZN2512 20250813 ... 22660 22560 ZN
41 41 ZN2601 20250813 ... 22645 22535 ZN
42 42 ZN2602 20250813 ... 22630 22495 ZN
43 43 ZN2603 20250813 ... 22620 22505 ZN
44 44 ZN2604 20250813 ... 22655 22540 ZN
45 45 ZN2605 20250813 ... 22645 22530 ZN
46 46 ZN2606 20250813 ... 22605 22510 ZN
47 47 ZN2607 20250813 ... 22635 22510 ZN
48 48 PB2508 20250813 ... 16840 16875 PB
49 49 PB2509 20250813 ... 16925 16920 PB
50 50 PB2510 20250813 ... 16930 16930 PB
51 51 PB2511 20250813 ... 16955 16955 PB
52 52 PB2512 20250813 ... 16985 16955 PB
53 53 PB2601 20250813 ... 17000 16990 PB
54 54 PB2602 20250813 ... 17020 17000 PB
55 55 PB2603 20250813 ... 17030 17030 PB
56 56 PB2604 20250813 ... 17110 17030 PB
57 57 PB2605 20250813 ... 17125 17075 PB
58 58 PB2606 20250813 ... 17170 17075 PB
59 59 PB2607 20250813 ... 17060 17060 PB
60 60 NI2508 20250813 ... 122590 121980 NI
61 61 NI2509 20250813 ... 122750 122630 NI
62 62 NI2510 20250813 ... 122880 122780 NI
63 63 NI2511 20250813 ... 123040 123030 NI
64 64 NI2512 20250813 ... 123330 123270 NI
65 65 NI2601 20250813 ... 123610 123480 NI
66 66 NI2602 20250813 ... 123800 123680 NI
67 67 NI2603 20250813 ... 123890 124050 NI
68 68 NI2604 20250813 ... 124130 124260 NI
69 69 NI2605 20250813 ... 124630 124570 NI
70 70 NI2606 20250813 ... 124810 124840 NI
71 71 NI2607 20250813 ... 124750 125050 NI
72 72 SN2508 20250813 ... 270040 268890 SN
73 73 SN2509 20250813 ... 270150 270410 SN
74 74 SN2510 20250813 ... 270360 270600 SN
75 75 SN2511 20250813 ... 270280 270550 SN
76 76 SN2512 20250813 ... 270120 270460 SN
77 77 SN2601 20250813 ... 270430 270640 SN
78 78 SN2602 20250813 ... 270820 270740 SN
79 79 SN2603 20250813 ... 271370 271330 SN
80 80 SN2604 20250813 ... 271040 271490 SN
81 81 SN2605 20250813 ... 271420 271490 SN
82 82 SN2606 20250813 ... 272020 270900 SN
83 83 SN2607 20250813 ... 270450 270450 SN
84 84 AO2508 20250813 ... 3216 3216 AO
85 85 AO2509 20250813 ... 3271 3260 AO
86 86 AO2510 20250813 ... 3286 3269 AO
87 87 AO2511 20250813 ... 3297 3271 AO
88 88 AO2512 20250813 ... 3316 3294 AO
89 89 AO2601 20250813 ... 3322 3311 AO
90 90 AO2602 20250813 ... 3315 3314 AO
91 91 AO2603 20250813 ... 3312 3323 AO
92 92 AO2604 20250813 ... 3310 3323 AO
93 93 AO2605 20250813 ... 3319 3321 AO
94 94 AO2606 20250813 ... 3300 3311 AO
95 95 AO2607 20250813 ... 3319 3318 AO
96 96 AD2511 20250813 ... 20210 20090 AD
97 97 AD2512 20250813 ... 20190 20085 AD
98 98 AD2601 20250813 ... 20175 20070 AD
99 99 AD2602 20250813 ... 19955 19955 AD
100 100 AD2603 20250813 ... 20140 19940 AD
101 101 AD2604 20250813 ... 19920 19920 AD
102 102 AD2605 20250813 ... 19875 19785 AD
103 103 AD2606 20250813 ... 19745 19745 AD
104 104 AD2607 20250813 ... 19990 19830 AD
105 105 AU2508 20250813 ... 774.48 775.08 AU
106 106 AU2509 20250813 ... 775.24 775.98 AU
107 107 AU2510 20250813 ... 776.26 777.1 AU
108 108 AU2512 20250813 ... 778.42 779.2 AU
109 109 AU2602 20250813 ... 780.66 781.38 AU
110 110 AU2604 20250813 ... 782.76 783.54 AU
111 111 AU2606 20250813 ... 785.34 785.82 AU
112 112 AU2608 20250813 ... 787.56 787.96 AU
113 113 AG2508 20250813 ... 9177 9154 AG
114 114 AG2509 20250813 ... 9203 9158 AG
115 115 AG2510 20250813 ... 9215 9169 AG
116 116 AG2511 20250813 ... 9221 9184 AG
117 117 AG2512 20250813 ... 9245 9196 AG
118 118 AG2601 20250813 ... 9250 9206 AG
119 119 AG2602 20250813 ... 9260 9219 AG
120 120 AG2603 20250813 ... 9267 9230 AG
121 121 AG2604 20250813 ... 9290 9244 AG
122 122 AG2605 20250813 ... 9305 9255 AG
123 123 AG2606 20250813 ... 9323 9271 AG
124 124 AG2607 20250813 ... 9334 9283 AG
125 125 RB2508 20250813 ... 3215 3215 RB
126 126 RB2509 20250813 ... 3219 3228 RB
127 127 RB2510 20250813 ... 3248 3252 RB
128 128 RB2511 20250813 ... 3266 3271 RB
129 129 RB2512 20250813 ... 3302 3310 RB
130 130 RB2601 20250813 ... 3318 3328 RB
131 131 RB2602 20250813 ... 3316 3324 RB
132 132 RB2603 20250813 ... 3327 3338 RB
133 133 RB2604 20250813 ... 3338 3348 RB
134 134 RB2605 20250813 ... 3349 3356 RB
135 135 RB2606 20250813 ... 3357 3370 RB
136 136 RB2607 20250813 ... 3361 3368 RB
137 137 WR2508 20250813 ... 3212 3212 WR
138 138 WR2509 20250813 ... 3342 3342 WR
139 139 WR2510 20250813 ... 3468 3473 WR
140 140 WR2511 20250813 ... 3480 3480 WR
141 141 WR2512 20250813 ... 3499 3499 WR
142 142 WR2601 20250813 ... 3496 3496 WR
143 143 WR2602 20250813 ... 3523 3523 WR
144 144 WR2603 20250813 ... 3531 3550 WR
145 145 WR2604 20250813 ... 3550 3550 WR
146 146 WR2605 20250813 ... 3479 3479 WR
147 147 WR2606 20250813 ... 3533 3599 WR
148 148 WR2607 20250813 ... 3524 3648 WR
149 149 HC2508 20250813 ... 3436 3436 HC
150 150 HC2509 20250813 ... 3483 3488 HC
151 151 HC2510 20250813 ... 3473 3474 HC
152 152 HC2511 20250813 ... 3468 3469 HC
153 153 HC2512 20250813 ... 3467 3472 HC
154 154 HC2601 20250813 ... 3468 3470 HC
155 155 HC2602 20250813 ... 3461 3470 HC
156 156 HC2603 20250813 ... 3468 3469 HC
157 157 HC2604 20250813 ... 3477 3477 HC
158 158 HC2605 20250813 ... 3480 3478 HC
159 159 HC2606 20250813 ... 3486 3481 HC
160 160 HC2607 20250813 ... 3486 3479 HC
161 161 SS2508 20250813 ... 13145 13150 SS
162 162 SS2509 20250813 ... 13100 13135 SS
163 163 SS2510 20250813 ... 13175 13215 SS
164 164 SS2511 20250813 ... 13220 13260 SS
165 165 SS2512 20250813 ... 13270 13305 SS
166 166 SS2601 20250813 ... 13330 13365 SS
167 167 SS2602 20250813 ... 13335 13380 SS
168 168 SS2603 20250813 ... 13390 13440 SS
169 169 SS2604 20250813 ... 13465 13485 SS
170 170 SS2605 20250813 ... 13485 13535 SS
171 171 SS2606 20250813 ... 13500 13560 SS
172 172 SS2607 20250813 ... 13570 13595 SS
173 173 SC2509 20250813 ... 490.5 494.3 SC
174 174 SC2510 20250813 ... 490.2 492.6 SC
175 175 SC2511 20250813 ... 487 489.7 SC
176 176 SC2512 20250813 ... 483.1 485.5 SC
177 177 SC2601 20250813 ... 480.4 482.5 SC
178 178 SC2602 20250813 ... 477.7 479.9 SC
179 179 SC2603 20250813 ... 475.5 477.9 SC
180 180 SC2604 20250813 ... 474.4 475.7 SC
181 181 SC2605 20250813 ... 472.2 474.2 SC
182 182 SC2606 20250813 ... 472.3 473.7 SC
183 183 SC2607 20250813 ... 468.1 470.7 SC
184 184 SC2608 20250813 ... 467.7 470.5 SC
185 185 SC2609 20250813 ... 467.7 467.7 SC
186 186 SC2612 20250813 ... 458.5 469.4 SC
187 187 SC2703 20250813 ... 457.9 464.6 SC
188 188 SC2706 20250813 ... 456.9 464 SC
189 189 SC2709 20250813 ... 458.1 462.4 SC
190 190 SC2712 20250813 ... 458.5 458.5 SC
191 191 SC2803 20250813 ... 456.3 456.3 SC
192 192 SC2806 20250813 ... 450.8 453.2 SC
193 193 LU2509 20250813 ... 3443 3483 LU
194 194 LU2510 20250813 ... 3457 3499 LU
195 195 LU2511 20250813 ... 3451 3487 LU
196 196 LU2512 20250813 ... 3443 3473 LU
197 197 LU2601 20250813 ... 3427 3445 LU
198 198 LU2602 20250813 ... 3404 3413 LU
199 199 LU2603 20250813 ... 3395 3410 LU
200 200 LU2604 20250813 ... 3395 3405 LU
201 201 LU2605 20250813 ... 3398 3405 LU
202 202 LU2606 20250813 ... 3393 3407 LU
203 203 LU2607 20250813 ... 3388 3406 LU
204 204 LU2608 20250813 ... 3387 3405 LU
205 205 FU2509 20250813 ... 2728 2769 FU
206 206 FU2510 20250813 ... 2745 2781 FU
207 207 FU2511 20250813 ... 2756 2788 FU
208 208 FU2512 20250813 ... 2764 2794 FU
209 209 FU2601 20250813 ... 2772 2796 FU
210 210 FU2602 20250813 ... 2766 2788 FU
211 211 FU2603 20250813 ... 2763 2780 FU
212 212 FU2604 20250813 ... 2762 2775 FU
213 213 FU2605 20250813 ... 2753 2764 FU
214 214 FU2606 20250813 ... 2750 2757 FU
215 215 FU2607 20250813 ... 2730 2735 FU
216 216 FU2608 20250813 ... 2720 2722 FU
217 217 BU2508 20250813 ... 3406 3406 BU
218 218 BU2509 20250813 ... 3524 3535 BU
219 219 BU2510 20250813 ... 3491 3504 BU
220 220 BU2511 20250813 ... 3447 3462 BU
221 221 BU2512 20250813 ... 3393 3405 BU
222 222 BU2601 20250813 ... 3361 3370 BU
223 223 BU2602 20250813 ... 3349 3362 BU
224 224 BU2603 20250813 ... 3339 3335 BU
225 225 BU2604 20250813 ... 3341 3341 BU
226 226 BU2605 20250813 ... 3335 3342 BU
227 227 BU2606 20250813 ... 3331 3332 BU
228 228 BU2607 20250813 ... 3335 3335 BU
229 229 BU2609 20250813 ... 3322 3320 BU
230 230 BU2612 20250813 ... 3287 3285 BU
231 231 BU2703 20250813 ... 3297 3296 BU
232 232 BU2706 20250813 ... 3291 3303 BU
233 233 BR2508 20250813 ... 11820 11820 BR
234 234 BR2509 20250813 ... 11860 11765 BR
235 235 BR2510 20250813 ... 11855 11765 BR
236 236 BR2511 20250813 ... 11860 11785 BR
237 237 BR2512 20250813 ... 11925 11830 BR
238 238 BR2601 20250813 ... 11955 11870 BR
239 239 BR2602 20250813 ... 11905 11895 BR
240 240 BR2603 20250813 ... 12050 11910 BR
241 241 BR2604 20250813 ... 12095 11930 BR
242 242 BR2605 20250813 ... 12085 11960 BR
243 243 BR2606 20250813 ... 12120 12020 BR
244 244 BR2607 20250813 ... 12090 12090 BR
245 245 RU2508 20250813 ... 14730 14730 RU
246 246 RU2509 20250813 ... 14850 14780 RU
247 247 RU2510 20250813 ... 14840 14805 RU
248 248 RU2511 20250813 ... 14860 14810 RU
249 249 RU2601 20250813 ... 15865 15780 RU
250 250 RU2603 20250813 ... 15895 15855 RU
251 251 RU2604 20250813 ... 15915 15890 RU
252 252 RU2605 20250813 ... 15940 15875 RU
253 253 RU2606 20250813 ... 15975 15920 RU
254 254 RU2607 20250813 ... 16030 16010 RU
255 255 NR2508 20250813 ... 12480 12480 NR
256 256 NR2509 20250813 ... 12635 12560 NR
257 257 NR2510 20250813 ... 12705 12620 NR
258 258 NR2511 20250813 ... 12730 12655 NR
259 259 NR2512 20250813 ... 12775 12690 NR
260 260 NR2601 20250813 ... 12820 12755 NR
261 261 NR2602 20250813 ... 12780 12755 NR
262 262 NR2603 20250813 ... 12755 12775 NR
263 263 NR2604 20250813 ... 12845 12860 NR
264 264 NR2605 20250813 ... 12905 12835 NR
265 265 NR2606 20250813 ... 12955 12895 NR
266 266 NR2607 20250813 ... 12970 12820 NR
267 267 SP2508 20250813 ... 5174 5174 SP
268 268 SP2509 20250813 ... 5242 5204 SP
269 269 SP2510 20250813 ... 5276 5234 SP
270 270 SP2511 20250813 ... 5294 5254 SP
271 271 SP2512 20250813 ... 5300 5262 SP
272 272 SP2601 20250813 ... 5510 5480 SP
273 273 SP2602 20250813 ... 5478 5442 SP
274 274 SP2603 20250813 ... 5472 5458 SP
275 275 SP2604 20250813 ... 5452 5458 SP
276 276 SP2605 20250813 ... 5462 5458 SP
277 277 SP2606 20250813 ... 5480 5456 SP
278 278 SP2607 20250813 ... 5476 5446 SP
279 279 EC2508 20250813 ... 2082.7 2080.6 EC
280 280 EC2510 20250813 ... 1361.9 1411.7 EC
281 281 EC2512 20250813 ... 1695.7 1720.5 EC
282 282 EC2602 20250813 ... 1493.8 1516.8 EC
283 283 EC2604 20250813 ... 1328.9 1340.4 EC
284 284 EC2606 20250813 ... 1475 1487.1 EC
285 286 SC_TAS2509 20250813 ... SC_TAS
286 287 SC_TAS2510 20250813 ... SC_TAS
287 288 SC_TAS2511 20250813 ... SC_TAS
288 289 SC_TAS2512 20250813 ... SC_TAS
[289 rows x 13 columns]
2025-08-13 18:26:21,746 - future_1d - INFO - ak.get_shfe_daily('2025-08-13') done
symbol date open ... settle pre_settle variety
0 PS2508 20250813 51500.0 ... 51500.0 50505.0 PS
1 PS2509 20250813 52950.0 ... 51895.0 52390.0 PS
2 PS2510 20250813 51900.0 ... 52040.0 52405.0 PS
3 PS2511 20250813 51500.0 ... 52035.0 52395.0 PS
4 PS2512 20250813 54000.0 ... 54280.0 54425.0 PS
5 PS2601 20250813 54210.0 ... 54355.0 54445.0 PS
6 PS2602 20250813 54280.0 ... 54370.0 54565.0 PS
7 PS2603 20250813 54410.0 ... 54620.0 54730.0 PS
8 PS2604 20250813 54535.0 ... 54790.0 54775.0 PS
9 PS2605 20250813 54640.0 ... 54830.0 54730.0 PS
10 PS2606 20250813 57245.0 ... 57430.0 57470.0 PS
11 PS2607 20250813 57305.0 ... 57515.0 57605.0 PS
13 SI2508 20250813 0.0 ... 8575.0 8800.0 SI
14 SI2509 20250813 8710.0 ... 8755.0 8880.0 SI
15 SI2510 20250813 8820.0 ... 8760.0 8905.0 SI
16 SI2511 20250813 8800.0 ... 8775.0 8905.0 SI
17 SI2512 20250813 9300.0 ... 9140.0 9270.0 SI
18 SI2601 20250813 9305.0 ... 9155.0 9270.0 SI
19 SI2602 20250813 9210.0 ... 9150.0 9265.0 SI
20 SI2603 20250813 9195.0 ... 9130.0 9295.0 SI
21 SI2604 20250813 9225.0 ... 9150.0 9285.0 SI
22 SI2605 20250813 9280.0 ... 9200.0 9310.0 SI
23 SI2606 20250813 9260.0 ... 9205.0 9310.0 SI
24 SI2607 20250813 9260.0 ... 9205.0 9330.0 SI
27 LC2508 20250813 82620.0 ... 86940.0 82100.0 LC
28 LC2509 20250813 83960.0 ... 84920.0 85760.0 LC
29 LC2510 20250813 83980.0 ... 85000.0 85800.0 LC
30 LC2511 20250813 83000.0 ... 85060.0 85620.0 LC
31 LC2512 20250813 82500.0 ... 84660.0 84900.0 LC
32 LC2601 20250813 82380.0 ... 84160.0 84420.0 LC
33 LC2602 20250813 79980.0 ... 82920.0 83660.0 LC
34 LC2603 20250813 79780.0 ... 82300.0 83220.0 LC
35 LC2604 20250813 79100.0 ... 81960.0 82780.0 LC
36 LC2605 20250813 79020.0 ... 81720.0 82360.0 LC
37 LC2606 20250813 78500.0 ... 81220.0 81760.0 LC
38 LC2607 20250813 78500.0 ... 81240.0 81580.0 LC
[36 rows x 12 columns]
2025-08-13 18:26:21,870 - future_1d - INFO - ak.get_gfex_daily('2025-08-13') done
symbol date open high ... turnover settle pre_settle variety
0 AP510 20250813 8178.0 8249.0 ... 399621.83 8191.0 8164.0 AP
1 AP511 20250813 7879.0 7967.0 ... 3674.81 7920.0 7879.0 AP
2 AP512 20250813 7918.0 7968.0 ... 182.68 7943.0 7910.0 AP
3 AP601 20250813 7978.0 8059.0 ... 50673.21 8013.0 7967.0 AP
4 AP603 20250813 7915.0 7937.0 ... 166.37 7922.0 7880.0 AP
5 AP604 20250813 7946.0 7954.0 ... 55.65 7950.0 7926.0 AP
6 AP605 20250813 8006.0 8025.0 ... 504.00 8000.0 7981.0 AP
7 CF509 20250813 13755.0 13930.0 ... 1434464.06 13830.0 13715.0 CF
8 CF511 20250813 13875.0 14095.0 ... 400771.10 13995.0 13810.0 CF
9 CF601 20250813 14000.0 14235.0 ... 2534992.04 14110.0 13935.0 CF
10 CF603 20250813 13945.0 14185.0 ... 12036.84 14035.0 13885.0 CF
11 CF605 20250813 13930.0 14170.0 ... 136707.24 14065.0 13875.0 CF
12 CF607 20250813 13950.0 14135.0 ... 639.10 14045.0 13895.0 CF
13 CJ509 20250813 10420.0 10580.0 ... 45686.91 10415.0 10400.0 CJ
14 CJ512 20250813 11450.0 11610.0 ... 20813.07 11435.0 11420.0 CJ
15 CJ601 20250813 11570.0 11745.0 ... 1364369.96 11545.0 11545.0 CJ
16 CJ603 20250813 11615.0 11785.0 ... 18000.44 11560.0 11605.0 CJ
17 CJ605 20250813 11750.0 11910.0 ... 209987.95 11710.0 11740.0 CJ
18 CJ607 20250813 11930.0 12055.0 ... 3247.42 11915.0 11935.0 CJ
19 CY508 20250813 0.0 0.0 ... 0.00 20380.0 20160.0 CY
20 CY509 20250813 19995.0 20160.0 ... 3905.65 20080.0 19965.0 CY
21 CY510 20250813 19685.0 19685.0 ... 9.84 19685.0 20500.0 CY
22 CY511 20250813 20020.0 20240.0 ... 103336.22 20135.0 19920.0 CY
23 CY512 20250813 0.0 0.0 ... 0.00 19825.0 19660.0 CY
24 CY601 20250813 19985.0 20200.0 ... 3025.77 20105.0 19895.0 CY
25 CY602 20250813 0.0 0.0 ... 0.00 20015.0 20015.0 CY
26 CY603 20250813 20355.0 20370.0 ... 20.36 20365.0 20320.0 CY
27 CY604 20250813 0.0 0.0 ... 0.00 20030.0 20030.0 CY
28 CY605 20250813 20490.0 20490.0 ... 132.13 20330.0 20095.0 CY
29 CY606 20250813 0.0 0.0 ... 0.00 20010.0 20010.0 CY
30 CY607 20250813 0.0 0.0 ... 0.00 20355.0 20285.0 CY
31 FG508 20250813 1051.0 1060.0 ... 1007.25 1054.0 1044.0 FG
32 FG509 20250813 1072.0 1091.0 ... 2395527.90 1077.0 1067.0 FG
33 FG510 20250813 1178.0 1194.0 ... 134922.70 1180.0 1172.0 FG
34 FG511 20250813 1166.0 1184.0 ... 169113.46 1171.0 1164.0 FG
35 FG512 20250813 1246.0 1265.0 ... 78761.08 1249.0 1243.0 FG
36 FG601 20250813 1239.0 1253.0 ... 5488202.07 1237.0 1233.0 FG
37 FG602 20250813 1292.0 1303.0 ... 1462.67 1290.0 1276.0 FG
38 FG603 20250813 1291.0 1302.0 ... 2518.42 1286.0 1287.0 FG
39 FG604 20250813 1333.0 1346.0 ... 1219.81 1332.0 1332.0 FG
40 FG605 20250813 1327.0 1343.0 ... 71792.50 1328.0 1322.0 FG
41 FG606 20250813 1353.0 1363.0 ... 1522.79 1350.0 1345.0 FG
42 FG607 20250813 1347.0 1357.0 ... 980.10 1343.0 1341.0 FG
43 JR509 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
44 JR511 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
45 JR601 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
46 JR603 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
47 JR605 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
48 JR607 20250813 0.0 0.0 ... 0.00 2662.0 2662.0 JR
49 LR509 20250813 0.0 0.0 ... 0.00 2360.0 2360.0 LR
50 LR511 20250813 0.0 0.0 ... 0.00 2360.0 2360.0 LR
51 LR601 20250813 0.0 0.0 ... 0.00 2360.0 2360.0 LR
52 MA508 20250813 0.0 0.0 ... 0.00 2336.0 2338.0 MA
53 MA509 20250813 2386.0 2392.0 ... 767192.60 2384.0 2386.0 MA
54 MA510 20250813 2421.0 2423.0 ... 108914.63 2416.0 2415.0 MA
55 MA511 20250813 2444.0 2446.0 ... 174506.84 2437.0 2435.0 MA
56 MA512 20250813 2488.0 2491.0 ... 94173.15 2469.0 2469.0 MA
57 MA601 20250813 2496.0 2497.0 ... 647120.62 2488.0 2486.0 MA
58 MA602 20250813 2491.0 2496.0 ... 121.94 2489.0 2490.0 MA
59 MA603 20250813 2496.0 2500.0 ... 146.93 2490.0 2491.0 MA
60 MA604 20250813 2482.0 2489.0 ... 123.99 2480.0 2477.0 MA
61 MA605 20250813 2461.0 2468.0 ... 17342.03 2461.0 2452.0 MA
62 MA606 20250813 2460.0 2472.0 ... 27.15 2468.0 2464.0 MA
63 MA607 20250813 2457.0 2461.0 ... 467.01 2458.0 2452.0 MA
64 OI509 20250813 10242.0 10352.0 ... 3003760.36 10099.0 9708.0 OI
65 OI511 20250813 10279.0 10380.0 ... 601047.74 10132.0 9733.0 OI
66 OI601 20250813 10310.0 10333.0 ... 6491980.50 10104.0 9711.0 OI
67 OI603 20250813 9751.0 10192.0 ... 14433.33 10009.0 9655.0 OI
68 OI605 20250813 10145.0 10145.0 ... 84166.27 9937.0 9570.0 OI
69 OI607 20250813 9700.0 10061.0 ... 889.65 9885.0 9558.0 OI
70 PF508 20250813 0.0 0.0 ... 0.00 6290.0 6304.0 PF
71 PF509 20250813 6332.0 6360.0 ... 62222.95 6346.0 6354.0 PF
72 PF510 20250813 6426.0 6432.0 ... 382852.40 6414.0 6428.0 PF
73 PF511 20250813 6430.0 6432.0 ... 217496.52 6416.0 6422.0 PF
74 PF512 20250813 6422.0 6436.0 ... 82815.11 6420.0 6426.0 PF
75 PF601 20250813 6436.0 6444.0 ... 9410.66 6426.0 6434.0 PF
76 PF602 20250813 6462.0 6462.0 ... 16.12 6448.0 6454.0 PF
77 PF603 20250813 6452.0 6474.0 ... 16.15 6460.0 6472.0 PF
78 PF604 20250813 6514.0 6514.0 ... 22.71 6490.0 6496.0 PF
79 PF605 20250813 6520.0 6536.0 ... 19.55 6518.0 6520.0 PF
80 PF606 20250813 6526.0 6526.0 ... 3.26 6526.0 6528.0 PF
81 PF607 20250813 0.0 0.0 ... 0.00 6530.0 6530.0 PF
82 PK510 20250813 8090.0 8188.0 ... 262217.46 8142.0 8078.0 PK
83 PK511 20250813 7956.0 8020.0 ... 290414.80 7996.0 7930.0 PK
84 PK512 20250813 7970.0 8032.0 ... 58955.86 8002.0 7944.0 PK
85 PK601 20250813 7986.0 8066.0 ... 55588.53 8030.0 7956.0 PK
86 PK603 20250813 7980.0 8046.0 ... 525.43 8022.0 7960.0 PK
87 PK604 20250813 7970.0 8048.0 ... 288.93 8026.0 7960.0 PK
88 PK605 20250813 7968.0 8058.0 ... 6674.12 8032.0 7956.0 PK
89 PL601 20250813 6513.0 6528.0 ... 9799.63 6507.0 6513.0 PL
90 PL602 20250813 6552.0 6567.0 ... 537.99 6561.0 6566.0 PL
91 PL603 20250813 6521.0 6548.0 ... 771.32 6537.0 6519.0 PL
92 PL604 20250813 0.0 0.0 ... 0.00 6515.0 6515.0 PL
93 PL605 20250813 6392.0 6418.0 ... 64.09 6409.0 6423.0 PL
94 PL606 20250813 0.0 0.0 ... 0.00 6491.0 6489.0 PL
95 PL607 20250813 0.0 0.0 ... 0.00 6477.0 6477.0 PL
96 PM509 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
97 PM511 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
98 PM601 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
99 PM603 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
100 PM605 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
101 PM607 20250813 0.0 0.0 ... 0.00 3122.0 3122.0 PM
102 PR508 20250813 0.0 0.0 ... 0.00 5900.0 5922.0 PR
103 PR509 20250813 5910.0 5912.0 ... 37272.08 5890.0 5902.0 PR
104 PR510 20250813 5956.0 5956.0 ... 194057.94 5938.0 5954.0 PR
105 PR511 20250813 5968.0 5968.0 ... 289242.80 5938.0 5960.0 PR
106 PR512 20250813 5960.0 5970.0 ... 101631.80 5940.0 5966.0 PR
107 PR601 20250813 5958.0 5976.0 ... 1329.68 5950.0 5972.0 PR
108 PR602 20250813 0.0 0.0 ... 0.00 5972.0 5998.0 PR
109 PR603 20250813 0.0 0.0 ... 0.00 5982.0 6000.0 PR
110 PR604 20250813 6006.0 6006.0 ... 9.01 6006.0 5992.0 PR
111 PR605 20250813 6014.0 6014.0 ... 18.01 6004.0 6010.0 PR
112 PR606 20250813 5968.0 5978.0 ... 107.51 5974.0 5996.0 PR
113 PR607 20250813 5974.0 5974.0 ... 107.53 5974.0 6004.0 PR
114 PX508 20250813 0.0 0.0 ... 0.00 6766.0 6792.0 PX
115 PX509 20250813 6818.0 6828.0 ... 163941.74 6798.0 6808.0 PX
116 PX510 20250813 6782.0 6796.0 ... 136133.72 6760.0 6786.0 PX
117 PX511 20250813 6768.0 6774.0 ... 390210.92 6738.0 6764.0 PX
118 PX512 20250813 6746.0 6770.0 ... 69255.59 6738.0 6754.0 PX
119 PX601 20250813 6736.0 6750.0 ... 97718.27 6720.0 6744.0 PX
120 PX602 20250813 0.0 0.0 ... 0.00 6706.0 6738.0 PX
121 PX603 20250813 6710.0 6710.0 ... 6.71 6710.0 6732.0 PX
122 PX604 20250813 6706.0 6706.0 ... 3.35 6706.0 6732.0 PX
123 PX605 20250813 6710.0 6728.0 ... 157.76 6714.0 6738.0 PX
124 PX606 20250813 6716.0 6716.0 ... 3.36 6716.0 6758.0 PX
125 PX607 20250813 6706.0 6706.0 ... 10.06 6706.0 6766.0 PX
126 RI509 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
127 RI511 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
128 RI601 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
129 RI603 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
130 RI605 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
131 RI607 20250813 0.0 0.0 ... 0.00 2479.0 2479.0 RI
132 RM508 20250813 0.0 0.0 ... 0.00 2698.0 2654.0 RM
133 RM509 20250813 2799.0 2823.0 ... 1969885.75 2769.0 2662.0 RM
134 RM511 20250813 2780.0 2785.0 ... 250688.13 2744.0 2578.0 RM
135 RM601 20250813 2688.0 2688.0 ... 880454.54 2687.0 2488.0 RM
136 RM603 20250813 2653.0 2653.0 ... 188959.94 2640.0 2456.0 RM
137 RM605 20250813 2560.0 2582.0 ... 548166.42 2565.0 2435.0 RM
138 RM607 20250813 2550.0 2550.0 ... 28674.71 2522.0 2416.0 RM
139 RS508 20250813 0.0 0.0 ... 0.00 5152.0 4927.0 RS
140 RS509 20250813 5111.0 5465.0 ... 2300.29 5252.0 5023.0 RS
141 RS511 20250813 5210.0 5384.0 ... 256.28 5339.0 5099.0 RS
142 RS607 20250813 0.0 0.0 ... 0.00 5627.0 5596.0 RS
143 SA508 20250813 0.0 0.0 ... 0.00 1258.0 1248.0 SA
144 SA509 20250813 1293.0 1308.0 ... 1342946.08 1293.0 1282.0 SA
145 SA510 20250813 1330.0 1336.0 ... 337096.24 1321.0 1299.0 SA
146 SA511 20250813 1334.0 1345.0 ... 489112.17 1330.0 1311.0 SA
147 SA512 20250813 1395.0 1412.0 ... 160817.87 1396.0 1378.0 SA
148 SA601 20250813 1408.0 1423.0 ... 6998587.77 1405.0 1388.0 SA
149 SA602 20250813 1419.0 1431.0 ... 9404.45 1414.0 1400.0 SA
150 SA603 20250813 1418.0 1434.0 ... 7457.93 1418.0 1408.0 SA
151 SA604 20250813 1455.0 1470.0 ... 2153.98 1455.0 1437.0 SA
152 SA605 20250813 1458.0 1476.0 ... 158111.12 1459.0 1443.0 SA
153 SA606 20250813 1460.0 1477.0 ... 1890.14 1461.0 1441.0 SA
154 SA607 20250813 1460.0 1472.0 ... 3545.79 1458.0 1440.0 SA
155 SF508 20250813 0.0 0.0 ... 0.00 5804.0 5792.0 SF
156 SF509 20250813 5814.0 5948.0 ... 680547.42 5870.0 5854.0 SF
157 SF510 20250813 5810.0 5918.0 ... 211211.19 5854.0 5846.0 SF
158 SF511 20250813 6016.0 6124.0 ... 676300.51 6050.0 6038.0 SF
159 SF512 20250813 6020.0 6114.0 ... 81424.60 6034.0 6030.0 SF
160 SF601 20250813 6018.0 6108.0 ... 175230.40 6040.0 6032.0 SF
161 SF602 20250813 5990.0 6064.0 ... 834.72 6006.0 5990.0 SF
162 SF603 20250813 6216.0 6266.0 ... 841.43 6210.0 6174.0 SF
163 SF604 20250813 6222.0 6246.0 ... 117.63 6192.0 6162.0 SF
164 SF605 20250813 6152.0 6224.0 ... 2116.62 6162.0 6152.0 SF
165 SF606 20250813 6124.0 6162.0 ... 198.44 6106.0 6084.0 SF
166 SF607 20250813 6260.0 6308.0 ... 256.15 6248.0 6216.0 SF
167 SH508 20250813 0.0 0.0 ... 0.00 2351.0 2356.0 SH
168 SH509 20250813 2495.0 2506.0 ... 882277.70 2488.0 2493.0 SH
169 SH510 20250813 2614.0 2632.0 ... 330640.40 2615.0 2604.0 SH
170 SH511 20250813 2621.0 2646.0 ... 422133.46 2625.0 2617.0 SH
171 SH512 20250813 2646.0 2663.0 ... 105820.55 2643.0 2639.0 SH
172 SH601 20250813 2626.0 2649.0 ... 562675.56 2629.0 2621.0 SH
173 SH602 20250813 2655.0 2664.0 ... 572.10 2649.0 2642.0 SH
174 SH603 20250813 2680.0 2680.0 ... 472.25 2668.0 2649.0 SH
175 SH604 20250813 2722.0 2723.0 ... 97.57 2710.0 2692.0 SH
176 SH605 20250813 2719.0 2732.0 ... 5167.19 2717.0 2704.0 SH
177 SH606 20250813 2730.0 2737.0 ... 122.68 2726.0 2715.0 SH
178 SH607 20250813 2718.0 2726.0 ... 57.01 2715.0 2712.0 SH
179 SM508 20250813 6094.0 6112.0 ... 1048.01 6094.0 6116.0 SM
180 SM509 20250813 6102.0 6170.0 ... 958030.94 6116.0 6114.0 SM
181 SM510 20250813 6112.0 6182.0 ... 159309.82 6124.0 6120.0 SM
182 SM511 20250813 6166.0 6250.0 ... 235194.39 6196.0 6192.0 SM
183 SM512 20250813 6206.0 6258.0 ... 44818.73 6202.0 6206.0 SM
184 SM601 20250813 6200.0 6262.0 ... 441085.50 6210.0 6210.0 SM
185 SM602 20250813 6204.0 6256.0 ... 143.03 6220.0 6204.0 SM
186 SM603 20250813 6240.0 6296.0 ... 343.86 6252.0 6224.0 SM
187 SM604 20250813 6246.0 6304.0 ... 187.84 6262.0 6228.0 SM
188 SM605 20250813 6266.0 6298.0 ... 4842.72 6258.0 6254.0 SM
189 SM606 20250813 6256.0 6288.0 ... 97.15 6268.0 6264.0 SM
190 SM607 20250813 6276.0 6322.0 ... 119.49 6290.0 6270.0 SM
191 SR509 20250813 5722.0 5729.0 ... 525344.47 5720.0 5690.0 SR
192 SR511 20250813 5634.0 5678.0 ... 131545.76 5660.0 5608.0 SR
193 SR601 20250813 5620.0 5668.0 ... 1346813.95 5646.0 5589.0 SR
194 SR603 20250813 5592.0 5650.0 ... 6338.96 5620.0 5567.0 SR
195 SR605 20250813 5570.0 5632.0 ... 58840.33 5601.0 5545.0 SR
196 SR607 20250813 5565.0 5620.0 ... 3868.69 5599.0 5545.0 SR
197 TA508 20250813 4700.0 4700.0 ... 4826.64 4700.0 4700.0 TA
198 TA509 20250813 4714.0 4726.0 ... 1000689.10 4706.0 4718.0 TA
199 TA510 20250813 4722.0 4746.0 ... 90436.87 4728.0 4742.0 TA
200 TA511 20250813 4738.0 4750.0 ... 90417.45 4730.0 4742.0 TA
201 TA512 20250813 4746.0 4756.0 ... 45172.92 4736.0 4744.0 TA
202 TA601 20250813 4748.0 4760.0 ... 751838.46 4740.0 4752.0 TA
203 TA602 20250813 4752.0 4762.0 ... 61.74 4750.0 4762.0 TA
204 TA603 20250813 4762.0 4776.0 ... 157.51 4774.0 4764.0 TA
205 TA604 20250813 4766.0 4784.0 ... 31.04 4776.0 4788.0 TA
206 TA605 20250813 4800.0 4800.0 ... 17479.53 4782.0 4792.0 TA
207 TA606 20250813 4808.0 4808.0 ... 7.20 4798.0 4818.0 TA
208 TA607 20250813 4802.0 4802.0 ... 7.19 4796.0 4834.0 TA
209 UR508 20250813 1716.0 1723.0 ... 188.89 1717.0 1720.0 UR
210 UR509 20250813 1725.0 1737.0 ... 313688.53 1728.0 1726.0 UR
211 UR510 20250813 1732.0 1742.0 ... 23145.90 1734.0 1734.0 UR
212 UR511 20250813 1750.0 1763.0 ... 27565.41 1752.0 1753.0 UR
213 UR512 20250813 1757.0 1767.0 ... 569.07 1756.0 1756.0 UR
214 UR601 20250813 1758.0 1772.0 ... 371473.15 1757.0 1756.0 UR
215 UR602 20250813 1755.0 1768.0 ... 655.63 1753.0 1754.0 UR
216 UR603 20250813 1793.0 1796.0 ... 85.86 1789.0 1789.0 UR
217 UR604 20250813 1798.0 1798.0 ... 82.53 1794.0 1796.0 UR
218 UR605 20250813 1796.0 1808.0 ... 7783.89 1796.0 1795.0 UR
219 UR606 20250813 1799.0 1799.0 ... 171.84 1790.0 1790.0 UR
220 UR607 20250813 1800.0 1805.0 ... 305.93 1800.0 1798.0 UR
221 WH509 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
222 WH511 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
223 WH601 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
224 WH603 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
225 WH605 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
226 WH607 20250813 0.0 0.0 ... 0.00 3198.0 3198.0 WH
227 ZC509 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
228 ZC510 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
229 ZC511 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
230 ZC512 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
231 ZC601 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
232 ZC602 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
233 ZC603 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
234 ZC604 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
235 ZC605 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
236 ZC606 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
237 ZC607 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
238 ZC608 20250813 0.0 0.0 ... 0.00 801.4 801.4 ZC
[239 rows x 12 columns]
2025-08-13 18:26:22,203 - future_1d - INFO - ak.get_czce_daily('2025-08-13') done
symbol date open ... settle pre_settle variety
0 IC2508 20250813 6419.200 ... 6503.800 6405.200 IC
1 IC2509 20250813 6351.000 ... 6444.400 6338.800 IC
2 IC2512 20250813 6200.000 ... 6297.200 6182.600 IC
3 IC2603 20250813 6067.600 ... 6170.200 6047.600 IC
4 IF2508 20250813 4155.000 ... 4175.400 4141.200 IF
5 IF2509 20250813 4138.800 ... 4164.600 4128.600 IF
6 IF2512 20250813 4113.000 ... 4137.400 4099.600 IF
7 IF2603 20250813 4080.200 ... 4107.400 4068.000 IF
8 IH2508 20250813 2812.000 ... 2815.000 2808.800 IH
9 IH2509 20250813 2813.000 ... 2816.000 2809.000 IH
10 IH2512 20250813 2820.000 ... 2817.600 2810.000 IH
11 IH2603 20250813 2815.800 ... 2819.400 2809.400 IH
12 IM2508 20250813 6962.200 ... 7060.800 6950.800 IM
13 IM2509 20250813 6900.800 ... 6995.400 6879.800 IM
14 IM2512 20250813 6710.000 ... 6812.800 6689.800 IM
15 IM2603 20250813 6528.000 ... 6637.600 6507.400 IM
16 T2509 20250813 108.355 ... 108.460 108.410 T
17 T2512 20250813 108.220 ... 108.375 108.290 T
18 T2603 20250813 108.005 ... 108.175 108.080 T
19 TF2509 20250813 105.680 ... 105.750 105.695 TF
20 TF2512 20250813 105.695 ... 105.775 105.720 TF
21 TF2603 20250813 105.710 ... 105.800 105.745 TF
22 TL2509 20250813 117.760 ... 118.310 118.150 TL
23 TL2512 20250813 117.340 ... 117.910 117.740 TL
24 TL2603 20250813 116.990 ... 117.560 117.370 TL
25 TS2509 20250813 102.340 ... 102.370 102.338 TS
26 TS2512 20250813 102.378 ... 102.416 102.374 TS
27 TS2603 20250813 102.370 ... 102.386 102.356 TS
[28 rows x 12 columns]
2025-08-13 18:26:22,365 - future_1d - INFO - ak.get_cffex_daily('2025-08-13') done
symbol date open ... settle pre_settle variety
0 SC2509 20250813 491.7 ... 490.5 494.3 SC
1 SC2510 20250813 490 ... 490.2 492.6 SC
2 SC2511 20250813 487.3 ... 487 489.7 SC
3 SC2512 20250813 482.6 ... 483.1 485.5 SC
4 SC2601 20250813 480.6 ... 480.4 482.5 SC
5 SC2602 20250813 477.6 ... 477.7 479.9 SC
6 SC2603 20250813 475.3 ... 475.5 477.9 SC
7 SC2604 20250813 472.6 ... 474.4 475.7 SC
8 SC2605 20250813 471.6 ... 472.2 474.2 SC
9 SC2606 20250813 471.8 ... 472.3 473.7 SC
10 SC2607 20250813 467.6 ... 468.1 470.7 SC
11 SC2608 20250813 466.7 ... 467.7 470.5 SC
12 SC2609 20250813 ... 467.7 467.7 SC
13 SC2612 20250813 458.5 ... 458.5 469.4 SC
14 SC2703 20250813 457.9 ... 457.9 464.6 SC
15 SC2706 20250813 456.9 ... 456.9 464 SC
16 SC2709 20250813 458.3 ... 458.1 462.4 SC
17 SC2712 20250813 ... 458.5 458.5 SC
18 SC2803 20250813 ... 456.3 456.3 SC
19 SC2806 20250813 453.2 ... 450.8 453.2 SC
21 LU2509 20250813 3469 ... 3443 3483 LU
22 LU2510 20250813 3474 ... 3457 3499 LU
23 LU2511 20250813 3471 ... 3451 3487 LU
24 LU2512 20250813 3460 ... 3443 3473 LU
25 LU2601 20250813 3445 ... 3427 3445 LU
26 LU2602 20250813 3401 ... 3404 3413 LU
27 LU2603 20250813 3390 ... 3395 3410 LU
28 LU2604 20250813 3392 ... 3395 3405 LU
29 LU2605 20250813 3400 ... 3398 3405 LU
30 LU2606 20250813 3389 ... 3393 3407 LU
31 LU2607 20250813 3386 ... 3388 3406 LU
32 LU2608 20250813 3387 ... 3387 3405 LU
34 NR2508 20250813 ... 12480 12480 NR
35 NR2509 20250813 12615 ... 12635 12560 NR
36 NR2510 20250813 12665 ... 12705 12620 NR
37 NR2511 20250813 12715 ... 12730 12655 NR
38 NR2512 20250813 12750 ... 12775 12690 NR
39 NR2601 20250813 12790 ... 12820 12755 NR
40 NR2602 20250813 12800 ... 12780 12755 NR
41 NR2603 20250813 12755 ... 12755 12775 NR
42 NR2604 20250813 12935 ... 12845 12860 NR
43 NR2605 20250813 12895 ... 12905 12835 NR
44 NR2606 20250813 12950 ... 12955 12895 NR
45 NR2607 20250813 12970 ... 12970 12820 NR
47 BC2508 20250813 ... 69300 69300 BC
48 BC2509 20250813 70330 ... 70540 70120 BC
49 BC2510 20250813 70580 ... 70620 70220 BC
50 BC2511 20250813 70720 ... 70720 70270 BC
51 BC2512 20250813 70160 ... 70490 69990 BC
52 BC2601 20250813 70250 ... 70250 70020 BC
53 BC2602 20250813 70710 ... 70710 70000 BC
54 BC2603 20250813 ... 70000 70000 BC
55 BC2604 20250813 ... 70000 70000 BC
56 BC2605 20250813 70720 ... 71210 70000 BC
57 BC2606 20250813 ... 69790 69340 BC
58 BC2607 20250813 ... 69120 68740 BC
60 EC2508 20250813 2081.7 ... 2082.7 2080.6 EC
61 EC2510 20250813 1404.2 ... 1361.9 1411.7 EC
62 EC2512 20250813 1728.1 ... 1695.7 1720.5 EC
63 EC2602 20250813 1517.1 ... 1493.8 1516.8 EC
64 EC2604 20250813 1340.4 ... 1328.9 1340.4 EC
65 EC2606 20250813 1483.5 ... 1475 1487.1 EC
68 SC_TAS2509 20250813 ... SC_TAS
69 SC_TAS2510 20250813 ... SC_TAS
70 SC_TAS2511 20250813 ... SC_TAS
71 SC_TAS2512 20250813 ... SC_TAS
[66 rows x 12 columns]
2025-08-13 18:26:22,434 - future_1d - INFO - ak.get_ine_daily('2025-08-13') done
symbol date open ... settle pre_settle variety
0 a2509 20250813 4092.00 ... 4124.00 4078.00 A
1 a2511 20250813 4037.00 ... 4087.00 4033.00 A
2 a2601 20250813 4033.00 ... 4085.00 4028.00 A
3 a2603 20250813 4031.00 ... 4071.00 4027.00 A
4 a2605 20250813 4068.00 ... 4116.00 4068.00 A
5 a2607 20250813 4066.00 ... 4107.00 4071.00 A
6 b2508 20250813 3770.00 ... 3735.00 3610.00 B
7 b2509 20250813 3763.00 ... 3811.00 3727.00 B
8 b2510 20250813 3805.00 ... 3842.00 3767.00 B
9 b2511 20250813 3851.00 ... 3893.00 3800.00 B
10 b2512 20250813 3855.00 ... 3894.00 3815.00 B
11 b2601 20250813 3830.00 ... 3879.00 3797.00 B
12 b2602 20250813 3791.00 ... 3842.00 3770.00 B
13 b2603 20250813 3707.00 ... 3751.00 3687.00 B
14 b2604 20250813 3595.00 ... 3646.00 3582.00 B
15 b2605 20250813 3523.00 ... 3561.00 3510.00 B
16 b2606 20250813 3506.00 ... 3536.00 3495.00 B
17 b2607 20250813 3492.00 ... 3518.00 3482.00 B
18 bb2509 20250813 145.35 ... 145.75 145.30 BB
19 bb2511 20250813 146.50 ... 147.10 147.50 BB
20 bb2601 20250813 148.55 ... 148.60 148.50 BB
21 bb2603 20250813 147.30 ... 147.15 146.65 BB
22 bb2605 20250813 0.00 ... 141.00 140.55 BB
23 bb2607 20250813 0.00 ... 146.75 146.30 BB
24 bz2603 20250813 6248.00 ... 6250.00 6264.00 BZ
25 bz2604 20250813 6193.00 ... 6200.00 6206.00 BZ
26 bz2605 20250813 6233.00 ... 6225.00 6242.00 BZ
27 bz2606 20250813 0.00 ... 6233.00 6233.00 BZ
28 bz2607 20250813 0.00 ... 6175.00 6175.00 BZ
29 c2509 20250813 2261.00 ... 2273.00 2259.00 C
30 c2511 20250813 2200.00 ... 2203.00 2193.00 C
31 c2601 20250813 2194.00 ... 2198.00 2187.00 C
32 c2603 20250813 2211.00 ... 2218.00 2203.00 C
33 c2605 20250813 2262.00 ... 2270.00 2256.00 C
34 c2607 20250813 2281.00 ... 2289.00 2276.00 C
35 cs2509 20250813 2645.00 ... 2649.00 2638.00 CS
36 cs2511 20250813 2543.00 ... 2550.00 2536.00 CS
37 cs2601 20250813 2563.00 ... 2578.00 2558.00 CS
38 cs2603 20250813 2562.00 ... 2571.00 2556.00 CS
39 cs2605 20250813 2628.00 ... 2636.00 2618.00 CS
40 cs2607 20250813 2640.00 ... 2641.00 2624.00 CS
41 eb2508 20250813 0.00 ... 7322.00 7322.00 EB
42 eb2509 20250813 7306.00 ... 7299.00 7314.00 EB
43 eb2510 20250813 7331.00 ... 7328.00 7335.00 EB
44 eb2511 20250813 7358.00 ... 7350.00 7359.00 EB
45 eb2512 20250813 7364.00 ... 7369.00 7377.00 EB
46 eb2601 20250813 7385.00 ... 7381.00 7389.00 EB
47 eb2602 20250813 7408.00 ... 7403.00 7408.00 EB
48 eb2603 20250813 7437.00 ... 7432.00 7437.00 EB
49 eb2604 20250813 7437.00 ... 7422.00 7448.00 EB
50 eb2605 20250813 7444.00 ... 7441.00 7452.00 EB
51 eb2606 20250813 7464.00 ... 7464.00 7445.00 EB
52 eb2607 20250813 0.00 ... 7407.00 7407.00 EB
53 eg2508 20250813 0.00 ... 4407.00 4407.00 EG
54 eg2509 20250813 4418.00 ... 4418.00 4427.00 EG
55 eg2510 20250813 4440.00 ... 4433.00 4435.00 EG
56 eg2511 20250813 4454.00 ... 4446.00 4454.00 EG
57 eg2512 20250813 4475.00 ... 4459.00 4472.00 EG
58 eg2601 20250813 4484.00 ... 4466.00 4473.00 EG
59 eg2602 20250813 4461.00 ... 4461.00 4482.00 EG
60 eg2603 20250813 4479.00 ... 4479.00 4485.00 EG
61 eg2604 20250813 0.00 ... 4496.00 4510.00 EG
62 eg2605 20250813 4514.00 ... 4501.00 4524.00 EG
63 eg2606 20250813 0.00 ... 4452.00 4452.00 EG
64 eg2607 20250813 0.00 ... 4446.00 4446.00 EG
65 fb2508 20250813 0.00 ... 1451.50 1451.50 FB
66 fb2509 20250813 1221.00 ... 1254.00 1254.50 FB
67 fb2510 20250813 1299.00 ... 1295.50 1293.00 FB
68 fb2511 20250813 1292.50 ... 1291.50 1288.50 FB
69 fb2512 20250813 1292.50 ... 1290.50 1288.50 FB
70 fb2601 20250813 1293.00 ... 1292.50 1290.50 FB
71 fb2602 20250813 1295.00 ... 1295.00 1294.50 FB
72 fb2603 20250813 0.00 ... 1313.50 1313.50 FB
73 fb2604 20250813 0.00 ... 1310.50 1310.50 FB
74 fb2605 20250813 0.00 ... 1337.50 1337.50 FB
75 fb2606 20250813 0.00 ... 1357.00 1357.00 FB
76 fb2607 20250813 0.00 ... 1302.50 1302.50 FB
77 i2508 20250813 0.00 ... 815.00 815.00 I
78 i2509 20250813 808.00 ... 808.00 800.50 I
79 i2510 20250813 808.50 ... 808.00 803.00 I
80 i2511 20250813 808.00 ... 806.00 801.00 I
81 i2512 20250813 806.00 ... 803.50 799.50 I
82 i2601 20250813 801.00 ... 798.50 795.00 I
83 i2602 20250813 797.50 ... 794.00 791.00 I
84 i2603 20250813 792.50 ... 789.50 785.50 I
85 i2604 20250813 788.50 ... 785.50 781.50 I
86 i2605 20250813 780.00 ... 777.00 773.50 I
87 i2606 20250813 774.50 ... 772.00 767.50 I
88 i2607 20250813 770.00 ... 768.50 765.50 I
89 j2508 20250813 0.00 ... 1598.00 1598.00 J
90 j2509 20250813 1728.50 ... 1708.00 1703.50 J
91 j2510 20250813 1753.50 ... 1724.00 1727.00 J
92 j2511 20250813 1779.00 ... 1744.50 1758.00 J
93 j2512 20250813 1802.00 ... 1759.00 1771.00 J
94 j2601 20250813 1812.00 ... 1784.00 1787.50 J
95 j2602 20250813 0.00 ... 1789.00 1842.00 J
96 j2603 20250813 1802.50 ... 1802.50 1801.50 J
97 j2604 20250813 1880.50 ... 1860.00 1842.00 J
98 j2605 20250813 1903.50 ... 1865.50 1862.50 J
99 j2606 20250813 1904.00 ... 1887.50 1877.50 J
100 j2607 20250813 1903.50 ... 1871.50 1843.50 J
101 jd2508 20250813 0.00 ... 2790.00 2790.00 JD
102 jd2509 20250813 3300.00 ... 3290.00 3305.00 JD
103 jd2510 20250813 3206.00 ... 3200.00 3197.00 JD
104 jd2511 20250813 3300.00 ... 3308.00 3285.00 JD
105 jd2512 20250813 3448.00 ... 3463.00 3434.00 JD
106 jd2601 20250813 3570.00 ... 3582.00 3548.00 JD
107 jd2602 20250813 3225.00 ... 3219.00 3202.00 JD
108 jd2603 20250813 3225.00 ... 3222.00 3204.00 JD
109 jd2604 20250813 3423.00 ... 3387.00 3367.00 JD
110 jd2605 20250813 3500.00 ... 3489.00 3476.00 JD
111 jd2606 20250813 3318.00 ... 3316.00 3308.00 JD
112 jd2607 20250813 3573.00 ... 3560.00 3550.00 JD
113 jm2508 20250813 1021.00 ... 1024.50 1021.00 JM
114 jm2509 20250813 1164.50 ... 1151.50 1134.00 JM
115 jm2510 20250813 1230.00 ... 1199.50 1190.00 JM
116 jm2511 20250813 1268.50 ... 1245.00 1240.50 JM
117 jm2512 20250813 1293.00 ... 1272.50 1270.50 JM
118 jm2601 20250813 1313.00 ... 1295.00 1283.50 JM
119 jm2602 20250813 1324.50 ... 1307.00 1308.00 JM
120 jm2603 20250813 1330.50 ... 1310.50 1303.00 JM
121 jm2604 20250813 1326.50 ... 1311.00 1306.50 JM
122 jm2605 20250813 1340.00 ... 1320.00 1312.50 JM
123 jm2606 20250813 1341.50 ... 1320.50 1310.50 JM
124 jm2607 20250813 1346.50 ... 1327.00 1321.50 JM
125 l2508 20250813 7270.00 ... 7270.00 7256.00 L
126 l2509 20250813 7320.00 ... 7320.00 7328.00 L
127 l2510 20250813 7345.00 ... 7344.00 7351.00 L
128 l2511 20250813 7372.00 ... 7368.00 7373.00 L
129 l2512 20250813 7383.00 ... 7382.00 7388.00 L
130 l2601 20250813 7390.00 ... 7386.00 7383.00 L
131 l2602 20250813 7372.00 ... 7382.00 7378.00 L
132 l2603 20250813 0.00 ... 7383.00 7383.00 L
133 l2604 20250813 7391.00 ... 7394.00 7398.00 L
134 l2605 20250813 7390.00 ... 7390.00 7390.00 L
135 l2606 20250813 7388.00 ... 7388.00 7387.00 L
136 l2607 20250813 0.00 ... 7377.00 7373.00 L
137 lg2509 20250813 821.50 ... 815.50 826.00 LG
138 lg2511 20250813 842.00 ... 836.50 846.00 LG
139 lg2601 20250813 848.00 ... 846.00 851.50 LG
140 lg2603 20250813 849.00 ... 846.00 849.50 LG
141 lg2605 20250813 846.00 ... 848.50 850.50 LG
142 lg2607 20250813 843.00 ... 847.50 849.50 LG
143 lh2509 20250813 13900.00 ... 13920.00 13995.00 LH
144 lh2511 20250813 14205.00 ... 14115.00 14235.00 LH
145 lh2601 20250813 14395.00 ... 14360.00 14425.00 LH
146 lh2603 20250813 13470.00 ... 13400.00 13415.00 LH
147 lh2605 20250813 13970.00 ... 13970.00 13970.00 LH
148 lh2607 20250813 14435.00 ... 14360.00 14435.00 LH
149 m2508 20250813 3123.00 ... 3125.00 3012.00 M
150 m2509 20250813 3055.00 ... 3094.00 3017.00 M
151 m2511 20250813 3102.00 ... 3125.00 3051.00 M
152 m2512 20250813 3126.00 ... 3162.00 3092.00 M
153 m2601 20250813 3110.00 ... 3145.00 3074.00 M
154 m2603 20250813 2996.00 ... 3024.00 2963.00 M
155 m2605 20250813 2804.00 ... 2837.00 2790.00 M
156 m2607 20250813 2781.00 ... 2800.00 2767.00 M
157 p2508 20250813 0.00 ... 8802.00 8802.00 P
158 p2509 20250813 9342.00 ... 9396.00 9294.00 P
159 p2510 20250813 9404.00 ... 9392.00 9288.00 P
160 p2511 20250813 9582.00 ... 9444.00 9312.00 P
161 p2512 20250813 9316.00 ... 9456.00 9320.00 P
162 p2601 20250813 9376.00 ... 9466.00 9334.00 P
163 p2602 20250813 9330.00 ... 9442.00 9274.00 P
164 p2603 20250813 9246.00 ... 9358.00 9228.00 P
165 p2604 20250813 9278.00 ... 9250.00 9108.00 P
166 p2605 20250813 9098.00 ... 9146.00 9030.00 P
167 p2606 20250813 9008.00 ... 9048.00 8938.00 P
168 p2607 20250813 8884.00 ... 8928.00 8854.00 P
169 pg2508 20250813 3888.00 ... 3888.00 3885.00 PG
170 pg2509 20250813 3820.00 ... 3822.00 3813.00 PG
171 pg2510 20250813 4287.00 ... 4296.00 4287.00 PG
172 pg2511 20250813 4224.00 ... 4226.00 4221.00 PG
173 pg2512 20250813 4188.00 ... 4186.00 4181.00 PG
174 pg2601 20250813 4140.00 ... 4145.00 4137.00 PG
175 pg2602 20250813 4086.00 ... 4085.00 4080.00 PG
176 pg2603 20250813 4000.00 ... 4002.00 3998.00 PG
177 pg2604 20250813 4299.00 ... 4297.00 4280.00 PG
178 pg2605 20250813 4199.00 ... 4197.00 4189.00 PG
179 pg2606 20250813 4140.00 ... 4141.00 4132.00 PG
180 pg2607 20250813 0.00 ... 4087.00 4081.00 PG
181 pp2508 20250813 0.00 ... 7021.00 7021.00 PP
182 pp2509 20250813 7085.00 ... 7088.00 7098.00 PP
183 pp2510 20250813 7090.00 ... 7085.00 7092.00 PP
184 pp2511 20250813 7099.00 ... 7095.00 7102.00 PP
185 pp2512 20250813 7114.00 ... 7109.00 7116.00 PP
186 pp2601 20250813 7128.00 ... 7116.00 7126.00 PP
187 pp2602 20250813 7093.00 ... 7102.00 7104.00 PP
188 pp2603 20250813 7095.00 ... 7086.00 7101.00 PP
189 pp2604 20250813 7114.00 ... 7080.00 7104.00 PP
190 pp2605 20250813 7104.00 ... 7102.00 7117.00 PP
191 pp2606 20250813 7084.00 ... 7080.00 7102.00 PP
192 pp2607 20250813 7097.00 ... 7085.00 7095.00 PP
193 rr2508 20250813 0.00 ... 3562.00 3562.00 RR
194 rr2509 20250813 3572.00 ... 3575.00 3571.00 RR
195 rr2510 20250813 3613.00 ... 3612.00 3612.00 RR
196 rr2511 20250813 3614.00 ... 3614.00 3613.00 RR
197 rr2512 20250813 3607.00 ... 3614.00 3610.00 RR
198 rr2601 20250813 3625.00 ... 3623.00 3620.00 RR
199 rr2602 20250813 3615.00 ... 3612.00 3611.00 RR
200 rr2603 20250813 3615.00 ... 3614.00 3612.00 RR
201 rr2604 20250813 0.00 ... 3613.00 3613.00 RR
202 rr2605 20250813 3623.00 ... 3620.00 3614.00 RR
203 rr2606 20250813 0.00 ... 3627.00 3627.00 RR
204 rr2607 20250813 0.00 ... 3633.00 3633.00 RR
205 v2508 20250813 4993.00 ... 5002.00 4980.00 V
206 v2509 20250813 5047.00 ... 5036.00 5035.00 V
207 v2510 20250813 5064.00 ... 5076.00 5075.00 V
208 v2511 20250813 5116.00 ... 5112.00 5105.00 V
209 v2512 20250813 5153.00 ... 5153.00 5140.00 V
210 v2601 20250813 5179.00 ... 5179.00 5181.00 V
211 v2602 20250813 5217.00 ... 5217.00 5232.00 V
212 v2603 20250813 5255.00 ... 5254.00 5270.00 V
213 v2604 20250813 5471.00 ... 5488.00 5493.00 V
214 v2605 20250813 5513.00 ... 5504.00 5504.00 V
215 v2606 20250813 5525.00 ... 5528.00 5534.00 V
216 v2607 20250813 5566.00 ... 5558.00 5571.00 V
217 y2508 20250813 9386.00 ... 9386.00 9148.00 Y
218 y2509 20250813 8450.00 ... 8582.00 8464.00 Y
219 y2511 20250813 8518.00 ... 8600.00 8482.00 Y
220 y2512 20250813 8696.00 ... 8600.00 8476.00 Y
221 y2601 20250813 8440.00 ... 8560.00 8450.00 Y
222 y2603 20250813 8320.00 ... 8404.00 8326.00 Y
223 y2605 20250813 8038.00 ... 8106.00 8038.00 Y
224 y2607 20250813 8034.00 ... 8090.00 8028.00 Y
[225 rows x 12 columns]
2025-08-13 18:26:23,050 - future_1d - INFO - ak.get_dce_daily('2025-08-13') done
2025-08-13 18:26:24,823 - future_1d - INFO - save future_daily 2025-08-13 add
2025-08-13 18:26:24,830 - future_1d - INFO - 0 1 2 3 4
symbol AP510 AP511 AP512 AP601 AP603
date 2025-08-13 2025-08-13 2025-08-13 2025-08-13 2025-08-13
opencol 8178.0 7879.0 7918.0 7978.0 7915.0
high 8249.0 7967.0 7968.0 8059.0 7937.0
low 8140.0 7879.0 7918.0 7977.0 7894.0
close 8158.0 7894.0 7926.0 7986.0 7904.0
volume 48788.0 464.0 23.0 6324.0 21.0
open_interest 83579.0 3498.0 115.0 15051.0 101.0
turnover 399621.83 3674.81 182.68 50673.21 166.37
settle 8191.0 7920.0 7943.0 8013.0 7922.0
pre_settle 8164.0 7879.0 7910.0 7967.0 7880.0
variety AP AP AP AP AP
exchange CZCE CZCE CZCE CZCE CZCE
comd AP AP AP AP AP
contract AP510 AP511 AP512 AP601 AP603
contract_yymm 2510 2511 2512 2601 2603
maturity_month 2 3 4 5 7
maturity_day 49 80 110 141 200